From 5b6f2fe2c5b7a403d17649fd116ff2300dd11392 Mon Sep 17 00:00:00 2001 From: Francisca Date: Wed, 18 Mar 2026 14:34:11 +0000 Subject: [PATCH] Lab Solved --- lab-eda-bivariate-solved.ipynb | 1376 ++++++++++++++++++++++++++++++++ 1 file changed, 1376 insertions(+) create mode 100644 lab-eda-bivariate-solved.ipynb diff --git a/lab-eda-bivariate-solved.ipynb b/lab-eda-bivariate-solved.ipynb new file mode 100644 index 0000000..ddead77 --- /dev/null +++ b/lab-eda-bivariate-solved.ipynb @@ -0,0 +1,1376 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2de66f29-9777-4b00-9f95-917cbeff868f", + "metadata": {}, + "source": [ + "## **Part 1: Analyzing Best-Seller Trends Across Product Categories**\n", + "\n", + "**Objective:** Understand the relationship between product categories and their best-seller status.\n", + "\n", + "**1. Crosstab Analysis:**\n", + "\n", + "- Create a crosstab between the product category and the isBestSeller status.\n", + "\n", + "- Are there categories where being a best-seller is more prevalent?\n", + "\n", + "Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "14d8abf0-9cc8-40d1-9a58-4afbf6348223", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
01B09B96TG33Echo Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
12B01HTH3C8SAnker Soundcore mini, Super-Portable Bluetooth...4.79809923.99True0Hi-Fi Speakers
23B09B8YWXDFEcho Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
34B09B8T5VGVEcho Dot with clock (5th generation, 2022 rele...4.7720531.99False0Hi-Fi Speakers
45B09WX6QD65Introducing Echo Pop | Full sound compact Wi-F...4.6188117.99False0Hi-Fi Speakers
\n", + "
" + ], + "text/plain": [ + " uid asin title stars \\\n", + "0 1 B09B96TG33 Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "1 2 B01HTH3C8S Anker Soundcore mini, Super-Portable Bluetooth... 4.7 \n", + "2 3 B09B8YWXDF Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "3 4 B09B8T5VGV Echo Dot with clock (5th generation, 2022 rele... 4.7 \n", + "4 5 B09WX6QD65 Introducing Echo Pop | Full sound compact Wi-F... 4.6 \n", + "\n", + " reviews price isBestSeller boughtInLastMonth category \n", + "0 15308 21.99 False 0 Hi-Fi Speakers \n", + "1 98099 23.99 True 0 Hi-Fi Speakers \n", + "2 15308 21.99 False 0 Hi-Fi Speakers \n", + "3 7205 31.99 False 0 Hi-Fi Speakers \n", + "4 1881 17.99 False 0 Hi-Fi Speakers " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "\n", + "%matplotlib inline\n", + "\n", + "df = pd.read_csv('amz_uk_price_prediction_dataset.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "85d08aae-8558-4db4-9d51-148d8c893fdf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
isBestSellerFalseTrue
category
3D Printers0.9959680.004032
3D Printing & Scanning0.9995080.000492
Abrasive & Finishing Products0.9800000.020000
Action Cameras0.9994110.000589
Adapters0.9881890.011811
.........
Wind Instruments0.9720000.028000
Window Treatments0.9790790.020921
Women0.9880150.011985
Women's Sports & Outdoor Shoes0.9897910.010209
eBook Readers & Accessories1.0000000.000000
\n", + "

296 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + "isBestSeller False True \n", + "category \n", + "3D Printers 0.995968 0.004032\n", + "3D Printing & Scanning 0.999508 0.000492\n", + "Abrasive & Finishing Products 0.980000 0.020000\n", + "Action Cameras 0.999411 0.000589\n", + "Adapters 0.988189 0.011811\n", + "... ... ...\n", + "Wind Instruments 0.972000 0.028000\n", + "Window Treatments 0.979079 0.020921\n", + "Women 0.988015 0.011985\n", + "Women's Sports & Outdoor Shoes 0.989791 0.010209\n", + "eBook Readers & Accessories 1.000000 0.000000\n", + "\n", + "[296 rows x 2 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab = pd.crosstab(df['category'], df['isBestSeller'])\n", + "proportion = pd.crosstab(df['category'], df['isBestSeller'], normalize='index')\n", + "proportion" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d9f9705d-2628-4a45-bac7-0b787d977589", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Grocery 0.058135\n", + "Smart Home Security & Lighting 0.057692\n", + "Health & Personal Care 0.057686\n", + "Mobile Phone Accessories 0.042471\n", + "Power & Hand Tools 0.035339\n", + " ... \n", + "CD, Disc & Tape Players 0.000000\n", + "General Music-Making Accessories 0.000000\n", + "Snowboard Boots 0.000000\n", + "Boxes & Organisers 0.000000\n", + "eBook Readers & Accessories 0.000000\n", + "Name: True, Length: 296, dtype: float64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "proportion[True].sort_values(ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "c6e17645-e4c4-4bac-9a58-2d637255d27e", + "metadata": {}, + "source": [ + "Answer: Yes, some categories have a higher prevalence of best-sellers, like Grocery, Smart Home Securitu & Lighting and Health & Personal Care." + ] + }, + { + "cell_type": "markdown", + "id": "40bf1e8e-2f9f-4fe0-a2eb-3b3c86097e70", + "metadata": {}, + "source": [ + "**2. Statistical Tests:**\n", + "\n", + "- Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n", + "- Compute Cramér's V to understand the strength of association between best-seller status and category." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bc7028d6-6ba8-4e1d-af92-4a170826c2c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(36540.20270061387),\n", + " np.float64(0.0),\n", + " array([[2.47190130e+02, 8.09870149e-01],\n", + " [4.05371878e+03, 1.32812173e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [1.69145827e+03, 5.54173243e+00],\n", + " [2.53170536e+02, 8.29463782e-01],\n", + " [8.50214439e+03, 2.78556144e+01],\n", + " [1.06650580e+02, 3.49419782e-01],\n", + " [2.57157474e+02, 8.42526204e-01],\n", + " [9.51781673e+03, 3.11832664e+01],\n", + " [1.50008526e+04, 4.91473619e+01],\n", + " [9.32544700e+03, 3.05530045e+01],\n", + " [2.38219520e+02, 7.80479700e-01],\n", + " [3.22941944e+03, 1.05805616e+01],\n", + " [9.44704859e+03, 3.09514084e+01],\n", + " [6.68808779e+03, 2.19122125e+01],\n", + " [5.26275760e+02, 1.72423967e+00],\n", + " [1.90296531e+04, 6.23469391e+01],\n", + " [2.77191835e+03, 9.08164873e+00],\n", + " [2.53170536e+02, 8.29463782e-01],\n", + " [4.04674164e+02, 1.32583581e+00],\n", + " [1.92489346e+04, 6.30653723e+01],\n", + " [3.10482764e+03, 1.01723609e+01],\n", + " [2.04330551e+02, 6.69449115e-01],\n", + " [6.28839730e+03, 2.06027047e+01],\n", + " [5.23385231e+03, 1.71476942e+01],\n", + " [9.52180367e+03, 3.11963288e+01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [9.46598655e+03, 3.10134549e+01],\n", + " [9.26065926e+03, 3.03407401e+01],\n", + " [1.89160253e+04, 6.19746600e+01],\n", + " [2.42206458e+02, 7.93542122e-01],\n", + " [1.39542815e+02, 4.57184762e-01],\n", + " [2.46193395e+02, 8.06604544e-01],\n", + " [9.08025033e+02, 2.97496656e+00],\n", + " [4.06069592e+03, 1.33040766e+01],\n", + " [1.17505018e+04, 3.84982225e+01],\n", + " [9.45900940e+03, 3.09905956e+01],\n", + " [8.10345063e+03, 2.65493722e+01],\n", + " [8.76926920e+03, 2.87307967e+01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [9.02842015e+03, 2.95798541e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [4.86406385e+02, 1.59361545e+00],\n", + " [9.38126412e+03, 3.07358784e+01],\n", + " [1.81405660e+02, 5.94340190e-01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [9.35235882e+03, 3.06411758e+01],\n", + " [8.61776558e+03, 2.82344246e+01],\n", + " [2.61144411e+02, 8.55588625e-01],\n", + " [2.19381240e+03, 7.18759757e+00],\n", + " [2.37222786e+02, 7.77214095e-01],\n", + " [5.12321479e+02, 1.67852120e+00],\n", + " [7.60209323e+03, 2.49067727e+01],\n", + " [2.43203192e+02, 7.96807727e-01],\n", + " [9.41814329e+03, 3.08567058e+01],\n", + " [2.35229317e+02, 7.70682884e-01],\n", + " [2.47190130e+02, 8.09870149e-01],\n", + " [2.33235848e+02, 7.64151673e-01],\n", + " [8.05859758e+03, 2.64024200e+01],\n", + " [6.17078264e+03, 2.02173633e+01],\n", + " [2.64134615e+02, 8.65385442e-01],\n", + " [8.89784794e+03, 2.91520598e+01],\n", + " [1.43529753e+03, 4.70247183e+00],\n", + " [2.90049709e+02, 9.50291183e-01],\n", + " [7.03694483e+02, 2.30551744e+00],\n", + " [4.21917669e+03, 1.38233078e+01],\n", + " [7.27815455e+03, 2.38454509e+01],\n", + " [2.54167271e+02, 8.32729387e-01],\n", + " [9.38923800e+03, 3.07620032e+01],\n", + " [8.73637697e+03, 2.86230317e+01],\n", + " [2.54167271e+02, 8.32729387e-01],\n", + " [8.91678589e+03, 2.92141063e+01],\n", + " [2.58154208e+02, 8.45791809e-01],\n", + " [2.44199927e+02, 8.00073333e-01],\n", + " [2.71111755e+02, 8.88244680e-01],\n", + " [7.37085085e+03, 2.41491522e+01],\n", + " [1.48413751e+03, 4.86248650e+00],\n", + " [7.71472421e+02, 2.52757861e+00],\n", + " [2.10609978e+03, 6.90022430e+00],\n", + " [9.47994083e+03, 3.10591733e+01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [1.27980696e+03, 4.19303739e+00],\n", + " [2.51177067e+02, 8.22932571e-01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [8.71145861e+03, 2.85413915e+01],\n", + " [8.85598510e+03, 2.90149043e+01],\n", + " [9.20583887e+03, 3.01611318e+01],\n", + " [2.35328991e+03, 7.71009444e+00],\n", + " [5.81295499e+03, 1.90450109e+01],\n", + " [5.63154933e+03, 1.84506707e+01],\n", + " [2.72905877e+03, 8.94122770e+00],\n", + " [1.01766582e+03, 3.33418315e+00],\n", + " [9.33342087e+03, 3.05791293e+01],\n", + " [9.33641107e+03, 3.05889262e+01],\n", + " [1.85033773e+04, 6.06226994e+01],\n", + " [9.14204787e+03, 2.99521331e+01],\n", + " [9.31846985e+03, 3.05301453e+01],\n", + " [9.36531637e+03, 3.06836287e+01],\n", + " [9.46100287e+03, 3.09971268e+01],\n", + " [9.59456528e+03, 3.14347180e+01],\n", + " [9.39621514e+03, 3.07848625e+01],\n", + " [8.88688386e+03, 2.91161381e+01],\n", + " [9.35036536e+03, 3.06346446e+01],\n", + " [2.58154208e+02, 8.45791809e-01],\n", + " [6.88743467e+02, 2.25653336e+00],\n", + " [4.36569665e+02, 1.43033518e+00],\n", + " [1.02763316e+04, 3.36683921e+01],\n", + " [5.94751413e+03, 1.94858677e+01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [9.53276775e+03, 3.12322504e+01],\n", + " [9.36232617e+03, 3.06738319e+01],\n", + " [1.86738189e+04, 6.11811179e+01],\n", + " [4.87801813e+03, 1.59818730e+01],\n", + " [1.44845442e+04, 4.74557783e+01],\n", + " [1.78196175e+04, 5.83824941e+01],\n", + " [6.33524381e+03, 2.07561882e+01],\n", + " [1.91662057e+04, 6.27943270e+01],\n", + " [1.82352557e+04, 5.97442515e+01],\n", + " [1.73780642e+04, 5.69358309e+01],\n", + " [1.80867423e+04, 5.92576763e+01],\n", + " [1.79850754e+04, 5.89245846e+01],\n", + " [1.73750740e+04, 5.69260340e+01],\n", + " [2.31242380e+02, 7.57620462e-01],\n", + " [8.54201376e+03, 2.79862386e+01],\n", + " [9.32843720e+03, 3.05628013e+01],\n", + " [9.43309431e+03, 3.09056899e+01],\n", + " [9.53775142e+03, 3.12485785e+01],\n", + " [4.45440601e+03, 1.45939907e+01],\n", + " [9.43708125e+03, 3.09187523e+01],\n", + " [9.16895970e+03, 3.00403044e+01],\n", + " [8.71644228e+03, 2.85577196e+01],\n", + " [2.47190130e+02, 8.09870149e-01],\n", + " [9.14404134e+03, 2.99586643e+01],\n", + " [2.55164005e+02, 8.35994993e-01],\n", + " [6.35318503e+03, 2.08149691e+01],\n", + " [1.19907148e+03, 3.92852334e+00],\n", + " [2.45196661e+02, 8.03338938e-01],\n", + " [9.28258742e+03, 3.04125835e+01],\n", + " [1.95359941e+02, 6.40058666e-01],\n", + " [2.12204753e+03, 6.95247398e+00],\n", + " [2.60147677e+02, 8.52323020e-01],\n", + " [2.45396008e+03, 8.03992059e+00],\n", + " [9.15201521e+03, 2.99847892e+01],\n", + " [2.43203192e+02, 7.96807727e-01],\n", + " [2.56160739e+02, 8.39260598e-01],\n", + " [8.55796151e+03, 2.80384883e+01],\n", + " [2.19281567e+02, 7.18433197e-01],\n", + " [2.53170536e+02, 8.29463782e-01],\n", + " [2.43203192e+02, 7.96807727e-01],\n", + " [2.52173802e+02, 8.26198176e-01],\n", + " [2.62240819e+03, 8.59180791e+00],\n", + " [9.43907472e+03, 3.09252835e+01],\n", + " [6.90238568e+03, 2.26143177e+01],\n", + " [2.47489150e+03, 8.10849831e+00],\n", + " [9.56565998e+03, 3.13400154e+01],\n", + " [9.45103553e+03, 3.09644708e+01],\n", + " [9.18191724e+03, 3.00827573e+01],\n", + " [9.44007145e+03, 3.09285491e+01],\n", + " [9.39023473e+03, 3.07652689e+01],\n", + " [7.89014947e+03, 2.58505327e+01],\n", + " [2.41209723e+02, 7.90276517e-01],\n", + " [1.42333672e+03, 4.66328457e+00],\n", + " [5.14314948e+02, 1.68505241e+00],\n", + " [4.26602321e+02, 1.39767913e+00],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [7.22433089e+03, 2.36691082e+01],\n", + " [7.85825397e+03, 2.57460333e+01],\n", + " [9.45601920e+03, 3.09807988e+01],\n", + " [3.12775253e+03, 1.02474699e+01],\n", + " [9.15301195e+03, 2.99880548e+01],\n", + " [1.32565674e+02, 4.34325524e-01],\n", + " [1.79412191e+02, 5.87808979e-01],\n", + " [5.88671333e+03, 1.92866657e+01],\n", + " [1.80827554e+04, 5.92446139e+01],\n", + " [6.76782654e+02, 2.21734609e+00],\n", + " [2.21972750e+03, 7.27250332e+00],\n", + " [1.86947503e+04, 6.12496956e+01],\n", + " [1.88781494e+04, 6.18505670e+01],\n", + " [1.59477503e+02, 5.22496870e-01],\n", + " [7.66488749e+02, 2.51125058e+00],\n", + " [9.38325759e+03, 3.07424096e+01],\n", + " [1.73601230e+04, 5.68770500e+01],\n", + " [3.06296479e+03, 1.00352055e+01],\n", + " [9.36431964e+03, 3.06803631e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [2.58154208e+02, 8.45791809e-01],\n", + " [8.85299489e+03, 2.90051075e+01],\n", + " [7.81041072e+03, 2.55892842e+01],\n", + " [4.41453663e+03, 1.44633665e+01],\n", + " [8.53703009e+03, 2.79699106e+01],\n", + " [2.58154208e+02, 8.45791809e-01],\n", + " [4.37566399e+02, 1.43360079e+00],\n", + " [5.24082945e+03, 1.71705534e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [1.06650580e+02, 3.49419782e-01],\n", + " [4.82419447e+02, 1.58055303e+00],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [8.60580476e+03, 2.81952374e+01],\n", + " [2.27255442e+02, 7.44558040e-01],\n", + " [2.57157474e+02, 8.42526204e-01],\n", + " [8.06657146e+03, 2.64285448e+01],\n", + " [4.15438896e+03, 1.36110435e+01],\n", + " [5.19298620e+03, 1.70138043e+01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [1.70042888e+03, 5.57112288e+00],\n", + " [5.66842850e+03, 1.85714981e+01],\n", + " [9.26464620e+03, 3.03538026e+01],\n", + " [9.24072457e+03, 3.02754280e+01],\n", + " [9.06629605e+03, 2.97039471e+01],\n", + " [9.14802827e+03, 2.99717267e+01],\n", + " [9.50087225e+03, 3.11277511e+01],\n", + " [2.54167271e+02, 8.32729387e-01],\n", + " [8.97658996e+03, 2.94100426e+01],\n", + " [3.89922495e+03, 1.27750485e+01],\n", + " [2.89052974e+02, 9.47025578e-01],\n", + " [6.14486754e+03, 2.01324575e+01],\n", + " [8.71345208e+03, 2.85479228e+01],\n", + " [2.56160739e+02, 8.39260598e-01],\n", + " [8.99652465e+03, 2.94753547e+01],\n", + " [9.13008705e+03, 2.99129458e+01],\n", + " [9.40618248e+03, 3.08175185e+01],\n", + " [2.53170536e+02, 8.29463782e-01],\n", + " [1.11933273e+03, 3.66727491e+00],\n", + " [9.39422167e+03, 3.07783313e+01],\n", + " [9.45103553e+03, 3.09644708e+01],\n", + " [1.06650580e+02, 3.49419782e-01],\n", + " [8.84601775e+03, 2.89822483e+01],\n", + " [9.23275070e+03, 3.02493032e+01],\n", + " [8.63072312e+03, 2.82768775e+01],\n", + " [2.46193395e+02, 8.06604544e-01],\n", + " [2.53170536e+02, 8.29463782e-01],\n", + " [9.44007145e+03, 3.09285491e+01],\n", + " [8.31974199e+03, 2.72580086e+01],\n", + " [2.55164005e+02, 8.35994993e-01],\n", + " [8.66959576e+03, 2.84042361e+01],\n", + " [5.19099273e+03, 1.70072731e+01],\n", + " [7.16751703e+03, 2.34829687e+01],\n", + " [9.36232617e+03, 3.06738319e+01],\n", + " [9.30949925e+03, 3.05007548e+01],\n", + " [9.33441761e+03, 3.05823949e+01],\n", + " [4.02381675e+03, 1.31832492e+01],\n", + " [1.73830478e+03, 5.69521589e+00],\n", + " [9.04038096e+03, 2.96190413e+01],\n", + " [9.50087225e+03, 3.11277511e+01],\n", + " [8.55297784e+03, 2.80221603e+01],\n", + " [5.26475107e+03, 1.72489279e+01],\n", + " [2.02636102e+03, 6.63897586e+00],\n", + " [2.55164005e+02, 8.35994993e-01],\n", + " [2.53170536e+02, 8.29463782e-01],\n", + " [2.55164005e+02, 8.35994993e-01],\n", + " [1.87077079e+04, 6.12921485e+01],\n", + " [2.39216255e+02, 7.83745306e-01],\n", + " [8.17820571e+03, 2.67942926e+01],\n", + " [1.03660377e+02, 3.39622966e-01],\n", + " [5.38236573e+01, 1.76342694e-01],\n", + " [7.15555622e+03, 2.34437815e+01],\n", + " [7.10771297e+03, 2.32870324e+01],\n", + " [7.10671623e+02, 2.32837668e+00],\n", + " [1.44426814e+03, 4.73186228e+00],\n", + " [6.37910013e+02, 2.08998748e+00],\n", + " [9.21281601e+03, 3.01839911e+01],\n", + " [8.33534088e+05, 2.73091153e+03],\n", + " [9.41216289e+03, 3.08371122e+01],\n", + " [9.28856782e+03, 3.04321771e+01],\n", + " [8.63471006e+03, 2.82899399e+01],\n", + " [9.53775142e+03, 3.12485785e+01],\n", + " [2.01838715e+03, 6.61285102e+00],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [8.22505222e+03, 2.69477761e+01],\n", + " [9.30252210e+03, 3.04778956e+01],\n", + " [9.29155803e+03, 3.04419739e+01],\n", + " [6.48575071e+03, 2.12492946e+01],\n", + " [5.34249635e+02, 1.75036452e+00],\n", + " [7.84429969e+03, 2.57003148e+01],\n", + " [2.48186864e+02, 8.13135755e-01],\n", + " [8.72042922e+03, 2.85707820e+01],\n", + " [4.66970064e+03, 1.52993615e+01],\n", + " [2.58154208e+02, 8.45791809e-01],\n", + " [4.43546806e+02, 1.45319442e+00],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [9.36531637e+03, 3.06836287e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [4.72551776e+03, 1.54822354e+01],\n", + " [3.47860304e+02, 1.13969630e+00],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [3.64107074e+03, 1.19292567e+01],\n", + " [6.92232037e+03, 2.26796298e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [1.86389332e+02, 6.10668217e-01],\n", + " [8.87691652e+03, 2.90834821e+01],\n", + " [2.49183599e+02, 8.16401360e-01],\n", + " [2.38219520e+02, 7.80479700e-01],\n", + " [1.77139637e+04, 5.80363399e+01],\n", + " [1.95260268e+03, 6.39732106e+00],\n", + " [2.45196661e+02, 8.03338938e-01]]))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.stats import chi2_contingency\n", + "\n", + "chi2_statistic, chi2_p_value, _, expected_freq = chi2_contingency(crosstab)\n", + "\n", + "chi2_statistic, chi2_p_value, expected_freq" + ] + }, + { + "cell_type": "markdown", + "id": "40c52503-db2d-4595-b78b-d09c2ccf871c", + "metadata": {}, + "source": [ + "The Chi-square test returned a p-value of 0.0. This indicates that best-seller status is significantly associated with product category and is not independent of it." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5d25de3a-63a2-49a6-9726-010c47475e73", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1222829439760564" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.stats.contingency import association\n", + "\n", + "association(crosstab, method=\"cramer\")" + ] + }, + { + "cell_type": "markdown", + "id": "423c9657-b6c5-4a80-b25a-9b08418239ed", + "metadata": {}, + "source": [ + "This indicates a weak association between product category and best-seller status." + ] + }, + { + "cell_type": "markdown", + "id": "8e997751-38c7-4f95-b959-0706abe89bac", + "metadata": {}, + "source": [ + "**3. Visualizations:**\n", + "\n", + "- Visualize the relationship between product categories and the best-seller status using a stacked bar chart.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f5d58140-df9f-4310-9d5c-8f820efc12b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAL6CAYAAAAYDn2cAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4FFX7N/B7tpf03ntPSCEhIYFQAiSE3rshFAFDExQEEUFAsACCPNJEig1BLFhAwYIi8FOp8giWBykWUFFpiijwff/Ie44zm01IAGXV+3NdcxF2Z3ennDlzz6kKABBjjDHGmAvS3egNYIwxxhirDgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGUZbvQG1Mbly5fpm2++IXd3d1IU5UZvDmOMMcZqAQCdPXuWQkJCSKe7urKRv0Wg8s0331B4ePiN3gzGGGOMXYUvv/ySwsLCruqzf4tAxd3dnYgqd9TDw+MGbw1jjDHGauPMmTMUHh4u7+NX428RqIjqHg8PDw5UGGOMsb+Za2m2wY1pGWOMMeayOFBhjDHGmMviQIUxxhhjLosDFcYYY4y5LA5UGGOMMeayOFBhjDHGmMviQIUxxhhjLosDFcYYY4y5LA5UGGOMMeayOFBhjDHGmMviQIUxxhhjLqvOgcq7775L7du3p5CQEFIUhV588cUrfuadd96h7OxsslgsFBMTQ4sXL76abWWMMcbYv0ydA5Wff/6ZMjIy6D//+U+t1j98+DC1adOGCgsLac+ePXTnnXfSqFGj6LnnnqvzxjLGGGPs36XOsyeXlpZSaWlprddfvHgxRURE0Lx584iIKDk5mXbu3EmzZ8+mrl271vXnGWOMMfYv8qe3UdmxYwcVFxdrXispKaGdO3fS77//7vQzFy5coDNnzmgWxhhjjP37/OmByokTJygwMFDzWmBgIF28eJFOnjzp9DOzZs0iT09PuYSHh8v3oia8WvXvqZ5/fFj8rf7XyWvis5p/a/lZx9eq/WwN21nb1zS/Ud0+XsV+X83+OB6zar/vT9rvWq13hf1R70NNaaCu6cLZ+bnSOatV+nXclmrWc7Y/6u2s6fhUd27rms6vdtur/EYNn3WW3mqTpmu7P3XKB+q4P3VNFzV+tppzW5s0UF1aqU0aqPN2XsVnazq26m13dn6c7WNt00BNx6LO+W81x6Ku+V9d87Dq9rE2x6zaNFDD/tT6WFyjv6TXj6Iomv8DcPq6MHHiRDp9+rRcvvzyy+uyHVG/Pn1d1nP2vnitps/W9vevpDbfczW/pf5MbfbnWn73Wo6Fs+280vdey3Y5HotrPba1Wa+2afB6nJ8rvVbT8b7S91zLenX9jqu5bp29V9fvvpZ0cS2u5/G+1uvmemzHn3Xc1etdj3y6rr9b2/dqe51dyZ91zq7mmrte/vRAJSgoiE6cOKF57bvvviODwUC+vr5OP2M2m8nDw0Oz3Ah/dcZzPVzvDPxafvdG+zO36UbdnK6n65EubvT+X03gdb1/71rWu96/ez2343odxxudRlhVf7dz8qcHKvn5+bR582bNa5s2baKcnBwyGo3X/fdc4cK8VtcrM7ieN5q/4tj83S6eq/Fv2Mfaul5PkLX9jRvtepa2utJ+XW+uWjL1Z3/H9eAqJTHXW50DlXPnztHevXtp7969RFTZ/Xjv3r107NgxIqqstikrK5PrDxs2jI4ePUpjx46lgwcP0vLly+mxxx6j22+//frsAf01B9iVT+I/0d/5eP+dt/16+Kft/z9tf9i/1195r7yev1XnQGXnzp2UlZVFWVlZREQ0duxYysrKorvvvpuIiI4fPy6DFiKi6Oho2rBhA23ZsoUyMzNp+vTp9PDDD/9tuyb/nTOtG7Xtf+djxhjja5jdWHUeR6VZs2ayMawzK1eurPJa06ZNaffu3XX9qX+FqF+fpiNX+f6VPnstv/t39k/et7oQN5cjN3YzXBqnFebK/sz0+XdK+//YuX74CYCxf68/u/edK+YvrrhN7Pr5N5/fOpeo/N3wUyVj7Gr8nZ44GXP0T0q//9gSlZr81V0VGWPs34DzRPZn+FcGKoyxa8M3JOZKOD3eWH/28edA5U/CFw5jjDF27ThQYYwx5tL4we/fjQMVxhhjjLksDlQYY4wx5rI4UGGMsRuEqzQYuzIOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBi7wf7qBpXcgJOxPwdfW38ODlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy+JAhTHGGGMuiwMVxhhjjLksDlQYY4wx5rI4UGGMMcaYy7qqQGXhwoUUHR1NFouFsrOzaevWrTWu/9RTT1FGRgbZbDYKDg6mAQMG0A8//HBVG8wYY4yxf486Bypr1qyhW2+9lSZNmkR79uyhwsJCKi0tpWPHjjld/7333qOysjIaNGgQffzxx/Tss8/Shx9+SIMHD77mjWeMMcbYP1udA5W5c+fSoEGDaPDgwZScnEzz5s2j8PBwWrRokdP1/+///o+ioqJo1KhRFB0dTY0bN6ahQ4fSzp07q/2NCxcu0JkzZzQLY4wxxv596hSo/Pbbb7Rr1y4qLi7WvF5cXEzbt293+pmCggL66quvaMOGDQSAvv32W1q3bh21bdu22t+ZNWsWeXp6yiU8PLwum8kYY4yxf4g6BSonT56kS5cuUWBgoOb1wMBAOnHihNPPFBQU0FNPPUU9e/Ykk8lEQUFB5OXlRQsWLKj2dyZOnEinT5+Wy5dfflmXzWSMMcbYP8RVNaZVFEXzfwBVXhMOHDhAo0aNorvvvpt27dpFr732Gh0+fJiGDRtW7febzWby8PDQLIwxxhj79zHUZWU/Pz/S6/VVSk++++67KqUswqxZs6hRo0Y0btw4IiJKT08nu91OhYWFNGPGDAoODr7KTWeMMcbYP12dSlRMJhNlZ2fT5s2bNa9v3ryZCgoKnH7ml19+IZ1O+zN6vZ6IKktiGGOMMcaqU+eqn7Fjx9KyZcto+fLldPDgQRozZgwdO3ZMVuVMnDiRysrK5Prt27en559/nhYtWkRffPEFbdu2jUaNGkW5ubkUEhJy/faEMcYYY/84dar6ISLq2bMn/fDDDzRt2jQ6fvw4paWl0YYNGygyMpKIiI4fP64ZU6W8vJzOnj1L//nPf+i2224jLy8vKioqovvvv//67QVjjDHG/pHqHKgQEVVUVFBFRYXT91auXFnltZEjR9LIkSOv5qcYY4wx9i/Gc/0wxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZcFgcqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZc1lUFKgsXLqTo6GiyWCyUnZ1NW7durXH9Cxcu0KRJkygyMpLMZjPFxsbS8uXLr2qDGWOMMfbvYajrB9asWUO33norLVy4kBo1akRLliyh0tJSOnDgAEVERDj9TI8ePejbb7+lxx57jOLi4ui7776jixcvXvPGM8YYY+yfrc6Byty5c2nQoEE0ePBgIiKaN28evf7667Ro0SKaNWtWlfVfe+01euedd+iLL74gHx8fIiKKioq6tq1mjDHG2L9Cnap+fvvtN9q1axcVFxdrXi8uLqbt27c7/cxLL71EOTk59MADD1BoaCglJCTQ7bffTufPn6/2dy5cuEBnzpzRLIwxxhj796lTicrJkyfp0qVLFBgYqHk9MDCQTpw44fQzX3zxBb333ntksVjohRdeoJMnT1JFRQX9+OOP1bZTmTVrFt1zzz112TTGGGOM/QNdVWNaRVE0/wdQ5TXh8uXLpCgKPfXUU5Sbm0tt2rShuXPn0sqVK6stVZk4cSKdPn1aLl9++eXVbCZjjDHG/ubqVKLi5+dHer2+SunJd999V6WURQgODqbQ0FDy9PSUryUnJxMA+uqrryg+Pr7KZ8xmM5nN5rpsGmOMMcb+gepUomIymSg7O5s2b96seX3z5s1UUFDg9DONGjWib775hs6dOydf++yzz0in01FYWNhVbDJjjDHG/i3qXPUzduxYWrZsGS1fvpwOHjxIY8aMoWPHjtGwYcOIqLLapqysTK7fp08f8vX1pQEDBtCBAwfo3XffpXHjxtHAgQPJarVevz1hjDHG2D9Onbsn9+zZk3744QeaNm0aHT9+nNLS0mjDhg0UGRlJRETHjx+nY8eOyfXd3Nxo8+bNNHLkSMrJySFfX1/q0aMHzZgx4/rtBWOMMcb+keocqBARVVRUUEVFhdP3Vq5cWeW1pKSkKtVFjDHGGGNXwnP9MMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXNZVBSoLFy6k6OhoslgslJ2dTVu3bq3V57Zt20YGg4EyMzOv5mcZY4wx9i9T50BlzZo1dOutt9KkSZNoz549VFhYSKWlpXTs2LEaP3f69GkqKyujFi1aXPXGMsYYY+zfpc6Byty5c2nQoEE0ePBgSk5Opnnz5lF4eDgtWrSoxs8NHTqU+vTpQ/n5+Ve9sYwxxhj7d6lToPLbb7/Rrl27qLi4WPN6cXExbd++vdrPrVixgg4dOkRTpkyp1e9cuHCBzpw5o1kYY4wx9u9Tp0Dl5MmTdOnSJQoMDNS8HhgYSCdOnHD6mc8//5wmTJhATz31FBkMhlr9zqxZs8jT01Mu4eHhddlMxhhjjP1DXFVjWkVRNP8HUOU1IqJLly5Rnz596J577qGEhIRaf//EiRPp9OnTcvnyyy+vZjMZY4wx9jdXuyKO/8/Pz4/0en2V0pPvvvuuSikLEdHZs2dp586dtGfPHhoxYgQREV2+fJkAkMFgoE2bNlFRUVGVz5nNZjKbzXXZNMYYY4z9A9WpRMVkMlF2djZt3rxZ8/rmzZupoKCgyvoeHh60f/9+2rt3r1yGDRtGiYmJtHfvXsrLy7u2rWeMMcbYP1qdSlSIiMaOHUs33XQT5eTkUH5+Pi1dupSOHTtGw4YNI6LKapuvv/6aHn/8cdLpdJSWlqb5fEBAAFksliqvM8YYY4w5qnOg0rNnT/rhhx9o2rRpdPz4cUpLS6MNGzZQZGQkEREdP378imOqMMYYY4zVRp0DFSKiiooKqqiocPreypUra/zs1KlTaerUqVfzs4wxxhj7l+G5fhhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy7LcKM34Hq6dOkSBbvp6ddff6VQ9z/+JaIb8tqvv/5KRHRDXrve+xPspqeffr18/U8aY4wxVoOrClQWLlxIDz74IB0/fpxSU1Np3rx5VFhY6HTd559/nhYtWkR79+6lCxcuUGpqKk2dOpVKSkquacPVFCI6fvw4nTp1iqYV+dPhw4dpavMA+S8R3ZDXDh8+TER0Q1673vszrciffr8EOn78OCnX7cwxxhhjNatzoLJmzRq69dZbaeHChdSoUSNasmQJlZaW0oEDBygiIqLK+u+++y61atWKZs6cSV5eXrRixQpq3749vf/++5SVlXVddqJLsp1OnTpFAQEB9JvlIkUHe9Jv1jMUHeRBv1nPEBHJv//K16KDPIiIbshr131/LKcJF3+jU6dOUZdk+3U5b4wxxtiV1DlQmTt3Lg0aNIgGDx5MRETz5s2j119/nRYtWkSzZs2qsv68efM0/585cyatX7+eXn755esSqFy6dIlaxLhRQEAA+fr60tfnT5HFYiHF8Kv8l4huyGsWi4WI6Ia8dt33x/grKUYzBVht1CLmZ7p06dI1nzvGGGPsSurUmPa3336jXbt2UXFxseb14uJi2r59e62+4/Lly3T27Fny8fGpdp0LFy7QmTNnNEt1fv/9dzLqFbLZbLXbCXZNbDYbGfUK/f777zd6UxhjjP0L1ClQOXnyJF26dIkCAwM1rwcGBtKJEydq9R1z5syhn3/+mXr06FHtOrNmzSJPT0+5hIeHX+FbFVIUbjnxV6g8znysGWOM/TWuqnuyY1AAoFaBwurVq2nq1Km0Zs0aCggIqHa9iRMn0unTp+Xy5ZdfXs1mMsYYY+xvrk6Bip+fH+n1+iqlJ999912VUhZHa9asoUGDBtHatWupZcuWNa5rNpvJw8NDs1ytQd3b0QNTJ1715/8uBnVvR7feeqv8f2l+Oj25bNGN2yDGGGPsOqhToGIymSg7O5s2b96seX3z5s1UUFBQ7edWr15N5eXl9PTTT1Pbtm2vbkuv0tylT9Dw2++84nqTx1RQRrg3KYpCGeHe5OvrS7f060afHfzvdduWRXPvo8zMzCqv79mzh9q1a0fNMuPJYrFQaX469ezZk06ePHndfpsxxhj7O6pz1c/YsWNp2bJltHz5cjp48CCNGTOGjh07RsOGDSOiymqbsrIyuf7q1auprKyM5syZQw0bNqQTJ07QiRMn6PTp09dvL2rg6e1Ndjf3Wq3bqFkLOn78OL256xN68803SW/Q08jyXn/q9v1w8ntq2bIl+fn50aInn6ODBw/S1Nn/oeDgYPrll1/+1N+uCTeWZYwx5grqHKj07NmT5s2bR9OmTaPMzEx69913acOGDRQZGUlElQOvHTt2TK6/ZMkSunjxIg0fPpyCg4PlMnr06Ou3FzVQV/2sWbWM4uPjqUFcEDXPSqBu3bpp1jWZzBQUFER+AYGUmZlJA28ZTSe++Zq+//57uc63x7+hcbcMJG9vb2pSL4Y6duxIX3/5x/5+uOM9ys3NpbyEUPLy8qJGjRrRN18do5UrV9Lih+6nffv2yVKblStX0r6dH9CZM2do2bJllJyWTtHR0ZTXqAnNmzdPMy7Noc8+oTZt2pCbmxs1z0qgm266iX768YdaH4fTp0/TtDtupWaZ8eTh4UGDe3agffv2yfenTp1KPUoKafny5dSmUSY1iA0kAHU+3owxxtj1dFWNaSsqKujIkSN04cIF2rVrFzVp0kS+t3LlStqyZYv8/5YtWwhAlWXlypXXuu11snPnTrp/ygSaNm0ard/yAS18Yp1mux2dO3eOXn3xWYqIiiFfX18iIvrll19ocM8OZLPb6d1336WVz28kNzc3qripG/3+22908eJFGjO4LzVt2pTWbXqPduzYQUOGDCFFUahnz55UNmQEpaamylKbnj17kl9AAF28eJFeeOGFagOD48eP06Du7SgzM5N27txJC59YR99++y2Nu2VArfYdALVt25ZOfvctPbJqLe3atYuS0zKoRYsWdPqnn+R6x44cprVr19KcJY/T2tffrcPRZYwxxv4c/6i5fmpy7Ngxstps1K5dOzp8+hKFhEVQz9ZN6KOvTsl13n3zdXJzc6PLIDr/y8/kHxBEC1Y+QzpdZTz3zDOVf0998GGqF+5N+OoUrVixgjw9vejDHe9RtFczOnvmDLVr1468o6IpOcyLkpOT6aOvTpHVaiWb3U4Gg4GCgoLou4sWslqtlF6/Ad15553Up08fsru5U37DPErOzqc7Rg6VDZQXLVpESWkZNHPmTCIi+s0tiJYvX07h4eH02WefUUJCQo37/sH2rbR//356c/dnZDKbKT7Mi26bPJ22vbmRNm9YT936lhMR0e+//0ZPPPEEHb9gJKKqvbsYY4yxv9q/JlBp1aoVBYeGU0xMDOU1KaJGzVpQ3KB+mnUaFBTSE8sfpU+On6EA80W698F5VFHWnRru/JBI70m7du2iL498QflJ4aRTiC6DSKcQXbjwK3119DD5+HShDt37UElJCeUVNqMu7Ur//3gx1hq37d5776WxY8fSimdfpuOf76e1T6ygFY88RO+++y6Rdzjt2rWLPtyxldzc3Ijoj98lIjp06NAVA5WD+/fSuXPnqEl6LBGR3PYLv56nL48eluuFhIaTv78/HVcFb4wxxtiNdFVVP39H7u7u9MzGd2j16tXkHxBIC2fPooyMDDqjatRrtdooLi6OIqJjKDc3l6bOXkDnf/mFHn30USKqHFU3uV4mrX3tXdq7d6/896V3dlJpp8r2LtPnPkI7duygzOxcWrNmDSUkJNBHuz+84vb5+vpScbtONGfOHHrx7fcpJCSEZs+eLX+3acvWtHfvXs3vvvzurhqrr4TLly9TcHAwrX3tXc22f/rpp1Q+bNQf+8+j+zLGGHMx/5pAhYjIYDBQy5YtacykafTs5vfoyJEj9MH26ttiKIpCOp2Ozp8/T0RE9evXp2OHD5GPn58MaMS/7h6e8nNZWVk0aMRY2r59O6WlpdGGF9cREZHRaKzVHDlGk4liY2Pp559/lr976LNPKCoqqsrv2u1XniAwOS2DTpw4QXqDQfPZuLg48vbxveLnGWOMsRvlXxOovPLKK/TU8iW0d+9e+uarY/TKumfo8uXLFBUTJ9f57bcLdOLECTr53bd08OBBum/yePrl53PUvn17IiLq27cvefn40uhBfWnr1q301bGj9M4779D9UybQt8e/psOHD9P8++6hHTt20DdfHaNNmzbRZ599RjFxlVUzIWERdPjwYdq7dy/99OMPdOHCBXrnjdeoX79+9Morr9CRL/5Hn376Ka1avIA2bNhAHTt2JCKi4cOH0+lTP1Hv3r3pgw8+oK+OHqFNmzbR3beNqFXg07CwGeXn59OYwX1p25Y36ciRI7R35/t011130cf79vwJR5sxxhi7Pv41bVS8vLzorY0v06Pz7qfz53+liOgYWr16NcUlJst1tm15k4KDg4mosqooIiaeZi9eSc2aNaOPvjpFNpuNVqx7lebNmkpdunShM2fPUlhoKGU1LCS7mzvZbGY6/L/PqWvXrnTyhx8oJDiYRowYQZ37VfbOadmmA+1853Vq3rw5nTpV2RA3Nj6T9m9/i2677TY6duxLsljMFBoZQ8uWLaObbrqJPvrqFIWEhNCqF16jFQ/dSyUlJfTrrxcoKiqScho1lw19a6IoCm3YsIGGjr6dptw+kkb/eJJ8/QOoRfNm1KSD/59yvBljjLHr4R8fqDz27CtERJQe5kWPPfsKpYd5yZ4+6r+nP7SQpj+0UL6mfk/NLyCQZjy0yOl6gYFeNG/Zk5r3iEi+bzKbad26dfI1sd7SpUurvCY+K0RGx9Lzzz9fZT3RM8dx3zbu+EjzeXd3d5ow7X6aMO1+p9s+depU6jL41joeXcYYY+zP9a+p+mGMMcbY3w8HKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKowxxhhzWRyoMMYYY8xlcaDCGGOMMZfFgQpjjDHGXBYHKn9zK1euJC8vrxu9GYwxxtif4h8/hL4QNeHVv/T3XhrRqE7rl5eX06pVq6q8/vK7uyg9rP712izGGGPsb+VfE6j8HTRq1oLWrX6SDnxzmlJCPImI6PgF4w3eKsYYY+zG4aofF2IymSkoKIj8AgIpKCiIgoKC6KnHFlO9evUoLyGUwsPDqaKign75+Vy13/Hpgf3UvHlzyk8Kp4LkCMrOzqaP9+2R7+/d+T41adKEcuOCKTw8nO67+w765Zef/4rdY4wxxuqMS1RcnE6no4cffpjOm33I8usPVFFRQT+cu0BrHn/M6foTRw6h/NwcunXK/aTT6+nXE18QGStP8+cHP6Zb+nWje2dMp3H3PkS++gs0aOgtNOuu8bR+7VN/5W4xxhhjtcKBigt5983Xyc3NjS6DSKcQlZaW0uSHHqX0MC/66KtTlB6WQdOnT6chQ4cRkfNA5cQ3X1PLlhMoOi6BiIjSC7Ppo69OERHRyiULqLRTV7r11lv///d50R333EeDurejX391/n2MMcbYjcSBigtpUFBITyx/lD45foaSgj3IbrfTq1u30m2PPkz79n9M538+SxcvXqRff/2Vfv7ZeXXNTTdX0ODBgym74QrKa9yURg0uIzL7EhHRgf376MsjX5Dbi+tkMHTpMujy5ct0+PBhIvfgv3J3GWOMsSviNiouxGq1UVxcHEVEx1BcXBz99ttvNKKsB6WlpdHcpato165d9MgjjxAR0e+//+70O24ZO4E+/vhjKiwqpg+2baWUlBR6c+MrRESEy5epW99y2rt3L6197V3au3cvPfv6Vnr53V0UGxv7l+0nY4wxVlscqLiwnTt30qVLF2nOnDmUXr8BJSQk0DfffHPFzyUkJNBNN1fQkqefpy5dusj2J8lp6XTos080wVBEdAxFRMeQyWT6s3eHMcYYqzMOVFxYbGwsXbx4kRYsWEBfHT1CTzzxBC1evLja9c+fP08z7xpHW7ZsoW++OkZ7Pvw/+vDDDyk6vrK9yoCK0fTRrg9p+PDh9MnH++nzzz+nLZs20KzJ4/+qXWKMMcbqhNuouLDMzEy6/e576f7776effppITZs2oVmzZlFZWZnT9fV6PZ3+6UcqKyujE99+S17evtSze1cqGz2RiIgSktPosWdfoZUP30cru7YhhUChEVFU0r7zX7lbjDHGWK39awKVI/e1lT1dRC+YP3rT/Hmv1dbKlSudfuammyvowXvulN9LRJTRvD15eXnRsXOnqLy8nMrLy+mjr06RyWSi+x95zOk2CWmZ9WnTpk1XvZ2MMcbYX4mrfhhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL4kCFMcYYYy6LAxXGGGOMuSwOVBhjjDHmsjhQYYwxxpjL+tcMoU9TPSn9//+Zrnr5z3qNBh+t9aYpilLj+/3796exM+bV+vsYY4yxf4p/T6Diwo4fP05ERAe+OU37t75Gd02eTJ9/9pl8LTs2iI6ehVz/999/vyHbyRhjjP3VuOrHBQQFBVFQUBD5BQSSp6cnKYoiX7tw4QJ5eXnR6y+/QM2aNSOLxUKvPr+Wpk6dSj1KCjXfM2/ePCrNT9e8tmLFCurUPI8sFgt1bJZLa1Yt+yt3jTHGGLsmHKj8TcybNZVGjRpFBw8epIKmRbX6zHNPr6JJkybRiPF30cGDB2nkHZPpkdkzadWqVX/y1jLGGGPXB1f9/E30G3QLdenShYiIzhpP1eozS+c/SHPnzKHUwlKKDvOilqXe9MVnn9KSJUtocYuOf+LWMsYYY9cHByp/EynpmXVa/8cfTtKJb76mQYMGESk60ilEl0F06dJF8vL0/HM2kjHGGLvOOFD5m7Da7Jr/63Q6AqB5Td3IFpcvExHRo48+Sp4RyZQU7EGfHD9DRESpYd509k/eXsYYY+x64DYqf1P+/v508vvvNMHK3r175d++/gEUEBRCX3zxBUVEx1BcXBxFRMdQRHQMRUdH34AtZowxxuqOS1T+ppo1a0Y//XCSHnjgAerWrRs9s/p52rhxI1ntbnKdW8beQbOmTKBzl41k6d2FPj/6PX380V56Q7lALXsMvIFbzxhjjNXOvydQmXqaPvrqFKWHedFHX50iIpJ//xmv0f9/7c+SnJxMd947mx55ZB5Nnz6dikrb0+23306PLFos1+nSu4wSQv1o2sz7aN7MKWSx2ig+KYUm3XH7n7ptjDHG2PXy7wlU/ibKy8upfstO8v+h4REEQAZDaj1uGkgzJo4lIpIBUruyCs06ffr0obQmbZwGVIwxxpir4zYqjDHGGHNZHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZc1j8kUEGVwc/Yn6PyOPOxZowx9tf42wcqRqORfr8E+uWXX270pvwr/PLLL/T7JZDRaLzRm8IYY+xf4G/fPVmv19ObX5yjaL/viIgIv1+kX3/9lXDxN/kvEd2Q13799dfKbboBr133/fn9AuHib/Td2XP05hfnqE2h/jqfScYYY6yqv32gQkT0/MGf6fZiL/ruu+/ou59+IdOvP9J3P50n03krfffTeSIi+fdf+ZrpvJWI6Ia8dv33p7IkJSsulJ4/+AXNuf6nkTHGGKvib1/1Q1TZYiI4OJgSEhLo7re+p+joaJr69nfyX/Xff+Vr0dHRN+y1670/d7/1PY19/TsKDg7mFiqMMcb+Mv+IEhVBr9fT8XOXyGKx0Ndn//iXiG7IaxaLhYjohrx2vffn+LlL1/+EMcYYY1dwVSUqCxcupOjoaLJYLJSdnU1bt26tcf133nmHsrOzyWKxUExMDC1evLjG9RljjDHGiK4iUFmzZg3deuutNGnSJNqzZw8VFhZSaWkpHTt2zOn6hw8fpjZt2lBhYSHt2bOH7rzzTho1ahQ999xz17zxjDHGGPtnq3OgMnfuXBo0aBANHjyYkpOTad68eRQeHk6LFi1yuv7ixYspIiKC5s2bR8nJyTR48GAaOHAgzZ49+5o3njHGGGP/bHVqo/Lbb7/Rrl27aMKECZrXi4uLafv27U4/s2PHDiouLta8VlJSQo899hj9/vvvTsfjuHDhAl24cEH+//Tp00REdObMGbp84Rc6c+YMEZH8u6bXLl/4pcpn/6rX6rKd1/s13m/eb95v3m/eb97vG73f4vVrGpQVdfD111+DiLBt2zbN6/feey8SEhKcfiY+Ph733nuv5rVt27aBiPDNN984/cyUKVPE8Ke88MILL7zwwsvffPnyyy/rEm5oXFVjWkVRNP8HUOW1K63v7HVh4sSJdPr0abn89NNPtHfvXvn+gQMHNP/+Fa/9lb/lSq/d6N/n/eb95v3m/eb9/vvvd0hICF2tOlX9+Pn5kV6vpxMnTmhe/+677ygwMNDpZ4KCgpyubzAYyNfX1+lnzGYzmc1mzWs63R8xlbu7u+bfv+K1v/K3XOm1G/37vN+837zfvN+833/v/Q4NDdXcw+uqTp80mUyUnZ1Nmzdv1ry+efNmKigocPqZ/Pz8Kutv2rSJcnJyeL4YxhhjjNWoziHO2LFjadmyZbR8+XI6ePAgjRkzho4dO0bDhg0jospqm7KyMrn+sGHD6OjRozR27Fg6ePAgLV++nB577DG6/fbbr99eMMYYY+wfqc4j0/bs2ZN++OEHmjZtGh0/fpzS0tJow4YNFBkZSUREx48f14ypEh0dTRs2bKAxY8bQI488QiEhIfTwww9T165d6/S7ZrOZJk2aREREHh4eNGXKFPLw8PhLXvsrf8uVXrvRv8/7zfvN+837zfv9999vx6YcdaUA19JniDHGGGPsz/OPmJSQMcYYY/9MHKgwxhhjzGVxoMIYY4wxl8WBCmOMMcZc1t8+UDl+/Dj98ssv8v9Hjx6lefPm0aZNm+jSpUu0d+9e+v7772nx4sW0YsUK+uijjygmJoY++ugjWrVqVZXB6Orq1KlT9Ouvv8r/nzlzhl588UU6ePCgfO3ixYtX/K1Tp05p/i+2/aeffnK6fnXvnz9/nk6cOEFr166l/fv3k8FgoDvuuIM2bdpUq+9Yvnw57dixw+nvnjlzhmbMmKHZN8ff/uWXX+T3fvTRRzRv3jx68skn5WjE6uMDQNNDTHxeUJ/L2nB27MW2HD16lJ5++mlasGABffjhh/Tiiy/Kf6+0PxcvXqR77rmHduzYQfPmzaPnn3+eiIjeffddunjxolz/999/pwEDBtBnn31GGzdulN/tuF+HDh2i1q1b05NPPlnlN3/99Vd68803q93H+fPnU0xMDB04cICmTp1KR48erdVx6dWrF61atYqee+45On/+PBFVjhBdm2N+6dIleumll2jdunV0/vx5OnbsGF2+fNnp8frf//5Hn376qea4iLR9pTQt1hPn8f3339e8f/jwYSIi+uGHH6r9Hmdp4GqdP3+eSkpKaNSoUXT27FkiIjp27Bi9/PLLtGTJEjp79iz93//9H33zzTf0/fff0w8//CCP5dGjR+nuu++mYcOG1Tr9Xg3HY3Hp0iV677336Mknn9QcA3Fc9uzZQ9988418vbprzPFcqf+vPsa//fabPN/qtHT+/Hn65JNP5HeL33nhhRdqdX4uXbpE//d//0dff/11lfxk06ZNdOzYMafX+jvvvOM0Xai3X1w36v2oa95T3fplZWWa14Vz587RLbfcotm2n376iWbMmEHbtm2jXbt20bvvvqt5v7rfEPlPdfntxo0b5b4WFRVVubcQVaaHoqIi+f9Tp05V+3uvvvoqbd26lc6cOUNbtmyp1fG57q568P0/2caNGxEfH4+srCwkJiYiMDAQBoMBdrsdUVFRsNvtsFqtICJYrVa0aNECJpMJer0edrsdRASDwQBFUWCz2aAoCnQ6HXQ6HXx8fHDgwAEYDAYYDAakpqbiyJEj+OmnnxAeHo7AwECkp6ejXr16CAsLQ1hYGMLDw+Hu7g5PT0/k5ORg1KhR8PHxkfMYhIaGYvjw4bBardDpdCAieHl5wWAwIC8vDwaDARaLBX5+fjCZTIiPj8fKlSuxdetWdO/eXe5HaGgoMjIykJKSAkVRYDKZ4O3tDZPJhPr16+PHH3/E9u3b4efnByKC3W5H06ZN0b9/f3To0AGenp5QFAVEBEVRoCgKzGYz9Ho96tWrhxEjRmDTpk2YP38+fH19QUTQ6/VIT09HVFSU/CwRQafTISoqCsOGDZPHXLzn7++PsLAwDBkyBMnJyWjRogXc3d2h1+thNBrlenq9Xh4fg8EAk8kEo9EInU6HuLg4EBFatGiBkpISuLm5ISEhAdnZ2fI9i8Ui90On06F79+4YOXIksrKyoNfrERUVhfHjx8PLy0uz7VdaxDkSS0BAAJKTk1FYWAgPDw8EBgbK8x0VFQWdTge9Xi9/w2w2Q1EUTJkyBe3bt0dsbCyGDBkCu92OtWvXyn3X6XTw8/NDUVERiouL0aZNG/lZnU4Hq9WKzMxM5OXlwWq1Qq/Xw93dHbfddhu6deuGBx54AF9++SXuvvtuBAYGyvRdWloqj7PJZEJqaipatWqFzp07IzQ0FHFxcfDz80NGRgbCwsI0+2q1WrFq1Sp06tQJHh4eMBqNCA0NRbNmzWC32+X3hoeHY+fOnfD09JSfbdWqFRRFga+vL4KCgtC1a1cUFBTAbrdrjn9KSgqCgoJgNpvl8TYYDPL9oKAgJCQkoH79+vDw8ICbm5s8ru7u7nI9o9EIm82G3NxceSzFeyaTCU2bNkX37t0RFBSkSXeOS1xcHJKSkmA2m2GxWJCZmYlnnnkG77//Pnr37o38/Hx4enoiIiICN998M1q1aiWvDyKCn58fNmzYAG9vbxgMBuh0OixcuBBWqxUdOnRAQEAAvL29kZycDA8PD5n3iH1YuHAhXnzxRTRt2hR9+vRBnz59EBAQoDlm4u8JEyagY8eO6NatG7Zu3QoAeOCBB+S1kJGRgSNHjqBp06byswaDAXPnzkVaWprm+8LCwhATE1Pl2rBarejVqxdsNps8L+7u7sjLy0NaWppc32AwwNPTU54fo9EIb29vzbVAROjWrRtatGiB8PBwGAwGmQ+o88Pqrk9x3AMCAqDX6+Ht7Y3IyEiZbtSfU+e54hpr27YtbrnlFmRmZkKn0+Gtt97CwIED0bRpU7i7uyMnJweJiYly+2NjYzXfq9PpkJ6ejmHDhsHX11dus9FohKIoMl+z2Wxwc3ODp6cn9Ho9QkNDsWDBAsyaNQsWiwVeXl4gIvTs2RPJycno06cPdu3ahT179iAvL08ez+DgYERERMDb27tO+ZXBYJDXk7gv5OXlwWazyfXUf4v7Y8OGDdGtWzcMHDgQ9913H5o0aQKTyQQiQvfu3VGvXj35mejoaOTl5aG0tBRWq1WuJ9KHyWSC2WyGwWCAr68vTCYTWrZsCXd3d8TExCA1NRXdu3fHe++9h9GjR6O4uBienp7Iz8/HkSNHrjoecNlAJS0tDd27d4enpydsNht0Oh3MZrPMjNSZnkhwVqtV3pTFAW7ZsiU6duwInU6H4OBgjB49GsHBwWjTpg10Oh2io6PlDcNut8tMOS4uTnOSrmUJCQkBESEjI0MmskaNGsHDwwMzZsyAl5cXvLy85MUhEuRLL72kCTo8PT3lBSf2NzQ0VJNZXWlbnGUWIkFbLBbo9Xp5MYgbB1FlQGQwGFBaWlrlJi8SuPq7nGUyRqMRZrMZ+fn5tT52Hh4emu329PSUAader0d2drZm200mE7p06QK9Xg+r1QoPDw+4u7vDYrHI/RDHWQReWVlZICIZqInfUBQFFosFpaWlct26BEOKosjMq0GDBrBarZrgUPyWCFr0ej0sFgtmzpwJRVHg7e0NNzc3zJ49W/O96sxIfa70er1Mz+L4i/cSEhJkehbXkEhLIsgTNyAigq+vL8xms+a1uixX+xn1Nnfq1EnuR2pqKvLz8zVpXAR24rUrnRvxfkBAAHQ6HZo2bQoPDw+ZZtu3by+DgdDQUHnDEufRz88PrVq1kjc6s9kMf39/TJ06VXO809PTYbFYoNPpMGbMGISEhCAmJgYWiwU+Pj7yJuPn5wedTifTqMFgQGxsLBRFkcF89+7dMX78eM1+qAO52l7vIo1dKa+4mvPm7PfE3+I4qPMExxurOg1bLBYYDAaZV6iDCRH4iG0vKCiATqe75nxaPAipg0txbYWHhzs9XrXNB8TDmVjfMY2Lcy0eKMVrDRs2hNFolJ+1WCzyb/V64nvENa0OMEU+K35PfJ+4dhzPt2O+IdK++M7i4mL4+/tr9i8oKEiex+qOQfv27dG+fXt07tz5quMBlw1U7HY7evbsiWnTpsFsNqOkpERGreIANmzYsMpBSU1N1SR8X19fdO7cWZ6QxMREmejFjU08capPtre3N0aOHIk333wTiqIgNTVV3khGjx4NvV6PmJgY+Zq4kfXs2VMmRnHCW7duDaPRKCNzospSBCJCTEwM4uLioCiKfFoU0XNgYKDmqUx9s1QUBfXr15e/Ua9ePU3AIZ5qHBORSPDq7xGRfVBQEIKDg2WiJCIZCBARAgMDYbFYEBMTo7nIxPaJDF68lpqaWuXijo+P1+wrEaFDhw6aC1ldKiNKvdTnRWQqRITevXtXSQPqJ83IyEgoiiKPjQgIiAjJyckgIpSXl8vXo6KiYDQa5flxljGJzOtKF6h6SU9PlxlhUlKS5ulfZLbi3IiLXyyNGzeW25CYmCi/R1EUhISEaG6Q4rPiGhFPoH5+fmjWrBmICE888QSI/gigiQhhYWEwmUzyydnd3d3pQ4FYSktL5TaJNCMWdbDbokULGI1GeY1ZLBYsX75cruvn5+c0syQilJSUyL/vvvtumEwmGfiJ0lOR9sQNUHx+48aNcttbtmyJ0aNHIz4+HkSEFStWgKgyaE1PT5cPMdHR0fLa1ev1mlIaEWAOHTpU/m6jRo1gNpvltaLX69GoUSPY7XbExsaCiPDmm2/KG0xkZCTsdrt8mBL7ZjKZUFZWBpPJhMzMTJnGHdcTizg34j31k7bYfnV6FddtYGCgfO3tt98GEcHNzU2TV4l8gKiy9Ey81qRJE02A5OHhIa8fke+prxN1ACHyF/FAqCiKfADZvHmzPKc+Pj6ytMpxn0VgSETy4ayiokIeA5E33nzzzfK12NhYTJo0ST6kGI1G3HffffIYiYBI/TsirYsgqU+fPvI4qYNaIsI999yjyZ/V74nXHPcjNzdX/i3yUvEdbm5uch//+9//ykC8S5cuMBgMSEhIkOdYfId4sPbw8JDHW7x/pWBKXLcRERFy39XbIgIkcfwmTJggA15FUaDX6+U1pT4HLVq0gMFgQOfOnZGeno7o6Gj897//hZ+f31XHAy4bqIinyc8//xx6vR7Tpk1DcHCw5qJq1KhRlQQWGBgob5o1JZjaLN7e3hg4cKDmOywWCx599FEQVWbugYGB8iZDRJg+fbpMLOLpTH1jq2lxvEDVGUtgYKDmfbPZLC92IkL//v2rRMJiveHDh8uEq8788/LyNEW4oiiPiDB69GjodDrNzUxkOOJYiyLu6vZHlLKo901k4Orz+Mwzz8jtU0f/4rPqDFlkBuJGLSJ8k8kkq4tEAKsoiqxCUx87ca5EhpycnCy/d8iQISAi9O3bF0SVgUhtnjIdq9uqe1+v12P79u1X/D51NZs6cBs8eLB8X1QNiu/Oy8vTnC/H32/Tpg2ICAsWLNAcB5ExqbdTnabr1asnAx51UCTWVweB4n1xzAYPHizPk8j8X3/9dfk7FotFBhq1vUYsFosmU3e2PPfcczIznTJlCjIzMxEVFQUiwsSJE+W2i+8QJZm12QaxiHOi3nZx43D21OtsEeuLKhOz2Sxv3Orzo95XsZ0ijYg8T3xGPMWL7RLnR502li5dCqLKm5V44BDfIQISdWnIsGHDNGlDp9PJEmKiyqo+x3Qk0oDIY9Sv+fn5QVEUrF+/Xm5fly5dNNePSBuO3yfWz8vLk++LB4srHe/Zs2fLvFmkJfVnHNOheNARgZL6/ZCQEPnZESNGYM6cOXJ/9Xq9PD7qbe/QoUO1v1Vdeh85ciSISOZ1orTJMV2I7xN5eGZmpnyvW7duICJ5DRgMBgwYMABEfwQq6kDf2XGvV6+eDGbEb6jvbSJdurm5Qa/XIzMzE3PnzoXFYsH//vc/2O32q44HXDZQadeunSzGVxQF3bp1Q8uWLTUHRBT3O55ck8lU5Yamvoi8vLxgtVrx0EMPwdfXV0bZTzzxhHxC1ul0aNKkCerXrw+iykjYMQDS6/WYNWuW5rfVmZ26fYWo+/f395dPziKqHzFihPzN6i40kRGI9VJSUmpVlNusWTNMnTpVltCo65obN26seQJSl16I4nH1b6qfBsRxVP9fHViJi1z8nviuZs2ayb9FXfgDDzwAq9WqCU7UTyciw1Y/ien1ek2gpq4icfwudRChfk3cqBRFkUGL+I6EhIQqT0jqtCH2dceOHWjQoAG6du0q10tPT8cdd9whz2dcXJzmSW3QoEHyaclsNmvacojFMbgW2yeOp8FgQFBQkKYe2W63yydAZ+nI8amXiDRVh+K8OLY3UVelit/s1KkTzGYzYmNjq5RsqNOy+Jy7u7usMsnJydGURDmWLolt1Ol0shpO/EZ4eDgaNWpU5fiIJ3URLCUlJckbuSgZEd/RqlUrmaZEACYCWnUeog4uRZpSr+Pj4yPr99UlhCKt6HQ6xMbGytIYm82GevXqadqR9enTR/OgIH5bLOpz4Hhj8/b21pR8EVU+PDiee5H2bDab5ppRPx2r1zebzVVKIMWxE9VWjqWxjos60Fb/lnp//Pz8EBsbK9dVB2aOi/qzNpsN7u7uUBRFBlWjRo2C1WqVx1Zdqufu7g6z2Yzk5GS5ryLdO7tORCmTeF9sn2NViHrf7rjjDvkAGx8fX+V8ibzS8RyK/0dHR8Pb2xsWiwUeHh5ISEiQVdLiHKpLgKp7GBLHWaQ/kW+o29mJ4yKuQXG8HB/uxf/VAYy41tT5lVivRYsWmvuuzWbDa6+9htDQUKxfvx6pqalXHQ+4bKBy9OhRJCYmQlEU5ObmIiwsTBOYiADC3d0dAQEBiI+Ph91uR+PGjVFaWoqXXnoJ3bp1Q58+fWA2mzF79mzceeed8uA2bNgQTz31FEwmk2wLoy7GzsvLg7e3t6YhWVpaGho1aqRpIKbOTEQmYLPZ5IkW3+nv7w9PT0+0bt0abm5uyM/PR/369dG4cWOkp6fDZrOhqKhItsMRGa6IdsXv+fv7o3///ppGZUajEVFRUTKzFkGN0WhEcXGx3Ed1lVR0dLSszvL09ERJSQm8vLzk8RXtExo2bIjS0lK5HeqMLygoSGaMFRUVmDt3LiIjIzVF45mZmWjXrh18fHzQunVr2WDOYDCgfv360Ov1yMvLQ+PGjTWN+vz8/DSZnajmCgkJ0TT2FBew+sZisVhgNptht9thsVjw1FNPYeLEiZgwYQKmTJmCxMRE1K9fHwkJCQgLC4Ovr68sum3Tpo3cjrCwMISEhCAuLk5e4OpM293dHQBgsVhw0003wcfHB8nJyTh79ixeeeUVeTH7+/sjKSlJfmdQUBBmzpwJLy+vKg1d1RmIY0agzijatGmjKYoPDQ3VFOO7u7tX255I3Nx0Oh3c3NwwfPhwpKSkyBKp+vXra6rU1FWbIvjw9vZG8+bNNcGbSHPicyEhIbKhr/oJ39kiGplnZ2fD29sbHh4eGDVqFIYPH45u3bohKioKoaGhsurLbrdDr9fD19cXd911V5XgSn2jEVWSLVu21GTURqNRlqaJkg29Xl+lKutKi9FoRElJCZ566ilZDWQ0GtGnTx/ExsbK7zebzXj++edr9X0NGzbUlGAkJSXJ/MVut8NkMsHPzw+jR49GeXk5UlJS0KNHD/j6+kJRFERHRyMwMBBmsxl5eXmw2+3w8/ND27Zt8dRTTyEzMxORkZGyCi0lJUVWH3h5ecFoNMqq9sWLF6NHjx6wWCxo2LChPNbqdhBiEY3B/f39ZaC2fPly3HfffUhMTJQdCqxWKwYNGoSkpCR4enrKgDs7Oxs6XWWj6SFDhsgG6i1btkRoaKhsdC9K8kS6CgwMRMOGDeHm5gZ3d3c899xzmDt3LogIOTk5GDFiBNLS0mA2m+WN12q1aoKjnj17olevXrLBtbjBi2NqNBrRr1+/Km1MOnXqJNt5iZJuEWD7+Pho8gxfX194eHigRYsWiIqKQvv27RETEyP3SZ1+1YFHaGgovL29Ne1MoqKi0KNHD5SUlCAyMhIWiwVjxozRBB9ivYiICE0JWUBAgNxWkd+p12/evDlCQ0NlcCO+T+Q5It/18/ODxWJBSEiIvK7EtbRx40ZMnDgRnTt3xt13340ZM2ZcdTzgkoHK77//jpUrV+Kbb77Bk08+iYYNG8Lb2xve3t7IyspCVlYW0tPTsWjRIpw5cwbnz59HeXk5srKy8NNPPwEA3nrrLfl9/v7+qF+/vjyAHTp0QHp6uuZJW7RorqlU40pLdHQ0Xn/9dQDA0KFDNd9jsVhw1113Yc+ePbKR3bJly7B+/XqsX78eLVq0QIMGDeST3/r16+UF5+HhAV9fX8ybNw8A8Ntvv6FVq1bIysrCa6+9hoCAAIwfPx5TpkzBzTffLBtiqW9M6qJo0XBPJE5x02rfvj369euHt99+G7/99huio6Px8ccfy+N48eJFNGnSBE899RSeeeYZuLu7o3fv3rLdTsuWLWG1WlFcXCzrmkV7IHHOYmNjZVDl7Bh6eXkhISEBnTt3xpIlS7BkyRKMGzcOERER8sL18PCATqeDl5cXMjIysHz5cqxcuRJ9+/ZFUlIShg8fjsTERHh5eSE8PFymmYyMDHzyySc4c+YM7rnnnirp7pFHHpFPLaL0SwRtNpsNXbp0gZubG8LCwmQRaHX7oQ4qRCam0+nQqlUrmWEbjUa0a9dO01NDLCIQ/eKLL3Dq1CkUFhaivLwc58+fx6lTp9C9e/dq06lOp8OQIUPwyy+/wGq14vnnn8ewYcPQrl072Gw2lJaWYtKkSTh27Bh0Oh0qKipw7NgxAMBTTz0l961Zs2b45ptvcPz4cdlWybE9g7NFPIWKddWldmIdDw8PdOnSBfXr10dgYCCeeOIJ7NmzBwBw+PBhfPvtt3jjjTcwceJEDBo0CAMGDIC7uzsyMzPRs2fPKudu2bJlmqddx9IznU4HAMjNzcXtt9+OFStWwGKxYO/evWjfvj0yMzPlA8nWrVtx5MgRLFq0CL6+vujatSvq1asHRVHQt29f5OTkgKiyyHz06NE4deoU9Ho99u/fjxdeeAGhoaGIj4/HU089BQC4fPkyHnnkEZmW/P39YTQaMW3aNPTu3RthYWHw9PTE/PnzcdNNN8kgwM/PD0ajEQcPHpTt4YgqA3R124xu3bph8ODBqFevHoxGI1588UUAwMKFC9G9e3ecOXMGx44dQ1FRkbzJiLyuVatWOHHihMwzX3/9dZw/fx6//fYbtm3bBl9fX9hsNjRp0kRW9+n1erRv3x4dO3aU+UxYWBh69+6NSZMmYcCAAXjttdfw448/4sCBA9i4cSNOnjyJW265BZ999hkuXbqE+++/X1adiJIZcUNs3ry5PK8zZ85EYWEhNm7ciE8//RQXLlzAf//7X3z33XdyHWfBqWPg5+/vj1atWmHw4MEICgqCyWTCyy+/jPPnz2P+/Pm45ZZbAACffPIJ+vXrJ6umRGnr5MmTUVBQIB/mRA88cfMuLCxE/fr1NQ8P4vPq7XnwwQeRn5+PGTNm4Ny5c1i5ciWefPJJ9OzZE4GBgQgMDJS9eQICApCSkoJGjRqhvLwcly9fxtGjR3H69Gn06tUL77zzDs6fP49Zs2bh4YcfRk5OjmzDKXpZioDR19cXqampMjBMTk5GZmYmjh49iv/973/49NNPcfHiRfz4448AgG3btmHPnj145ZVXkJ6eDh8fH0RHR8PPzw89evTA9OnT8eijj+Ly5cvw8vKSD4o2m02W9IkHjm+//bZW9/2auGSgAgBWq1V2Z4qOjsbJkydlALNlyxZs3LgRkydPhslk0jyBhoWF4fnnn5c3SHW3VfH0eqVARCSuzZs3A6gMDNatW4e2bdtqioHvuOMOmQkWFhbCbDbj1VdfxZYtWzSZ8owZM/DII49ogqPqbjCiTUR+fj68vb0xZMgQjBw5UvYQeuSRR9C3b18cOnQIBw4cwIIFC+Dm5obt27fj2LFjKCgowL333gugMoPs3bs3PDw8ZF1iUVGRPF7Dhw/HCy+8gIiICFmU6uPjA7vdjrKyMpjNZmRkZKB79+7YtGkT1qxZg4KCAkyfPh1nzpzB/v37ZRdAZw3TSkpKMGjQIE0R480334zx48ejsLAQTZs2RXZ2NvLy8hAUFIRly5bhzjvvRK9evfDtt9/i9OnT6NevH/z9/dGxY0c88MADsmRn+fLlaN++PVq2bIkePXpgzJgxsoGn+tj7+PhUKZYX6yUmJiIzMxNdunRBTk4O+vXrh/Xr12PJkiXo0qULmjVrpqmHJ6qsEsrNzUVwcLAM/pKTkzU90tRLo0aNcPPNN8uqIkWp7F56yy23yKdZRVE0VXLiZqLT6dCwYUMZtCiKgt27d8Pd3V1259y0aZN8LyoqCiUlJSgqKoK/v7+mMbUoFWnRogVGjBiBpk2bokGDBvDx8YFOp8P06dOxdetW7Nq1C++//z50Op0M1N544w28//77GDRoEPr164fExERZAjhr1iwMHToU4eHhKCoqQqNGjdCvXz9ER0fD3d0dw4YNw/jx42E0GtG5c2fcf//9MJlM6N27N8rLy2WDzGeeeQZLly5FdHQ0PDw8kJubK0tCoqOjNQ3AW7VqhUmTJiE2NhZBQUGIiIiQx/G2226DTqdDjx49oCgKdu7ciXfeeQcjRoxA586dZZBEVFlVeeDAARw9elQ2dLXb7cjLy5PVx8XFxbKqgaiy3l/8LUqwTpw4gZiYGCxevFi+J67zl19+Gbm5uahfvz5mzJghh0rIycnBhAkT8OSTT6Jly5aIj4/H8uXLsXjxYixevBiZmZmIjo5GYWEhAgMDkZubi/z8fHh4eMjzOXr0aBiNRk3po06nw6FDh3D+/HkZUIl0IKrtxo8fjxkzZoCIsG/fPuzbtw8tW7ZESkoKTCYT9u/fj4sXL6JLly7y2u3atSs8PDxgsVjQtGlTdO7cWbZ5WrNmDTp27Ci77Iq0L9qjqY+HolT2dOvZsydmzZqFuXPnYvDgwfKaEutMnjwZM2fO1FRVOeYtHTt2RGpqKmJjY+VxDQ8Pl1WGjtVNFosF3t7e8PLyQv/+/TFmzBjccsstKCoqQmxsrKb93L333ivzj5tvvhnvvvsuCgoKZJsVEaiK7+7atStuvfVW2Gw2xMXFYeLEibjvvvvg4+ODyZMn47777tN06VUUBREREfjwww/h4+OD0NBQzTH19vaWgf63336L+fPn46uvvgIRYfLkyXIb1I1Zo6KiMHz4cOTk5CAtLQ0333yzfG/79u04e/Ysjh49CrvdjunTp2PLli0gInTs2BH5+fn4/vvv0bt3b5kXiSU0NBTHjx+XHSGICO+//z6io6PRp08flJSUYOXKlZg/fz6ISA4VEhcXhylTpuDs2bN4/PHHZVf7q+GygUqzZs3wwgsvAAAURcGePXuwdetWp09M6kWv16Np06Yy46qpwZ2oExZtX3r06IHOnTsjNzcXb775Jr788kscPXoUXl5e8PT0RG5urmy1L55m1IENEeHVV1+V7R7ERb569Wq4u7ujY8eO2LVrF4hIVgU43gTVRdB6vR6rV6/GmjVrNK363d3d8eqrr8rut4qioKCgQI41k5qaivnz52P+/PmIiYnBAw88ILcvPDwcTz75pEzkot2C+mYobphiP7y9vavUOTdq1Ahz5syRT341BX7OFtHgSuyTqBdv2bIljEYjmjVrVmNQ1759ezRr1gzx8fHw8fFB06ZN5UWr0+lkpldTvbezRZzLW265BVFRUYiPj5f1y3q9Hs8++yzCw8Pltoni63r16sHNzU0GmqJbfV1K544dO4YmTZrINgADBgxAv379NL2ARG+Wrl27wmazYcuWLTCbzTCbzZqMUz32iViysrIQFRUlqw1EhkhEaNOmDUpLS3HXXXchIyMDBoMB/fr1A1FloHL58mWsWbNGViOMHTtWps+XX34Znp6eOHToEHx9fWXVExFpjoGz9mSO3bXV15Rer0enTp1kMb2iVPZCWLFiRZXveuCBB2A0GmU6Fg2GJ0+eDIvFgpYtW8oxfNQ3UL1ej8aNG8sbomOw6eHhoWmEKkpjHfOc6p7ma0r/4sFA7Iv4jk6dOqF9+/aadgOiBEZ98w0LC4OHh4dmPZvNhuXLl1+xpO9K2yaqaMQ19dprr8nq7OzsbJw+fRovvfSSbNSsLrEV22ixWGR3a8fxT2bOnIm4uDjZq8Sx/Y+/v79s1+d4rtXriZLhPn36yF5tonpZBO9ie9SN8dPS0pzmweI7xW+Itn1ElcNLiOpnnU6H5ORk2eZu3bp1AACz2YyQkBBNVaS6HZnjvvj6+qJBgwb4/fffcfHiRdlGTowjoygKDh06hIiICFRUVFwxjYkxvxxf79mzJ/r06aNpU+T4PSI4EsdclOwR/dFIW/T4bN++PYgIt99+O8LDw7Fs2TLNdSLuveXl5Rg6dCgeeeQRlJaWXnU84LKBytq1a+Hn56d5EnU8+A0bNpQXrch4RQYnEqi6xbm7u7uMFpOTk2EymTSJV2TQ1UXxYikoKNAkaMexLBzXFxdEYmKivOmIQCQtLU0O/NShQwdERETI9jc1LSaTCQkJCVWiX/V2iEDDYDAgICAARJXtD1JSUjQZsvpGKG6SQ4YM0TTc8vf3l++pfyc4OFjWZ3t7e8NsNsv9FeuKi1bcwGJiYpCXl6dpJCkyBFHqlJGRgSZNmsjMV3yP6JXj4eGB+fPnY9y4cbDb7ZoSBPU2OrahUGeE6oBDBE7ihljTse/UqZM8NmIsB4vFoukhJNKU+H1nNw71b/Xt2xdA5cBe4ia/YsUKREZGymJooj8aAebk5MBoNMoB2xyLmNWZrgjWnnvuOfm0KKq3RIYojptIJ2LR6XQYOnQoBg4ciJKSkipPxqJ9WEJCAubMmYPk5GSsXr1a9jIQjYXr0qtH/Ks+H//5z3+qvb7UizrNie+xWq1o2rQpFKWynYGvr69Mo/fff7+sixfX1cCBAzXjFdV1UR8jm82muek45hNiAC31+9OnT4fZbEZAQIAcd0Vsd5s2beS+jR8/vkqJn9hHkaaJKm96VqsVqampNaZtdW8fURXueF7qsogATp0+xfd069YNilI5xIQIttQ3OjG8gjpvioqKkvmmCDzEPs6YMUPm9eKaM5vNOHTokKbxpyhVf/DBB5GUlCTbPolz4SzAd1xEw+tly5bB19cXBoMBISEhqKiokIG3+jry8/ODu7t7jcewpgdqZ4s4N+qqVTE4n3ofHLsMi9JHsb76AVSn08njYzab5bAZzqpur7SINHf//fcjLi4Oe/bsQWBg4FXHAy4bqNTmycTPz0+eYBFciAR+8803awYMMpvNGDx4cJXWyuoTJRK9SAQ2mw333nsvFEWRpRVElUGO+gYgnvocW4U7tq52d3dHUFAQFEWRGbD4f10SgrgY1PsibvCO4woQVY7VIroKi26n6gxffRMV3y2KONVPw+qbmrrRrfheUZXRoEEDzfeOHj1aHrspU6agWbNm8hg7dq8TpRc2mw2enp5OR0ZUb6u4sGw2m+yON2bMGHmj9Pf3h8lkkkWqIo0Q/VE0LUqmREbmWAqj7pWl1+vRo0cPTUagblwtShBEpu/4uvg90W1cVB8oioKOHTvWOiNwvD5Ecbf43ZiYmCoDYTlr8Hq1v6dO12FhYfDx8ZH140lJSfJaatiwIQIDA2XJn9lslsGm2BZ1I2+RrkQ7JLHNW7dulfsgzo86DYsnPcd9FYu6RFKdWav3T72P6ocVddf32iyiXYDRaMSoUaNkEbxopKm+udxzzz216v5+LYu7u7tsVyWqeMPDw+Hl5SV7g1zP36tLKWJN58zxu9TBHZG2d5+655D6M5MmTarTNlTXkFo9YrP4rdqet+qOh2MptXqp7fhM6kWMqitGOlcUReaPIl9VB4O1zQdEsFiX81pQUACTyYQmTZrAarXi0KFDMJvNVx0PuGygcuTIEVitVrzxxhsICwvD7t27ZWZX0wEzmUyIiYlBp06dnHady8vLQ2RkJKKiomTGWl0i8fLykl3E/vOf/8juberusldzMXbv3h2xsbEwGAyaHkKhoaFQFEWTSdavXx9ubm4oLy+X/fjDwsI0QQkRyc86jloZExMjW4Q7jrFRUlKiqctVjxPg5+cnW66LkiP176kHURKviQCgadOm8nOioa44VmFhYfIJxtlTRF2PqeOIsxaLBfXq1dMMrufYdXv9+vWw2WxyTAEvLy+5LaLRo3oQrWnTpmk+L+qaqzu/jv9X34SNRqMcYVUUtdZlf9u3b4/9+/fL9iOK8sfgeRaLRY7mGhcXh+TkZE21hLhJiUxLUSoHMnRzc8ODDz6I5ORkOUT8kCFDZKAfExOj6V5d3dOfs5uKv78/FEXBuHHjUL9+fXh7e2P16tVy3TfeeANubm4IDQ2VT4PqUgHRVkdch3q9XnN9qtcRDwBElUODh4SEyG72WVlZcHNzg9FoREREhKzn37lzp2ZwRCJCv379qgwHIKowzGazfC89PR1t2rTBnDlzEBERgUaNGmHEiBE4evSoHGq9devWMq1MnDhR0/uDiPDYY4/J68ix+kldIiy2JSoqSq4XFBSkCaBET7du3bqhqKgIGRkZiI2Nxblz5+Dr64tXX30Vt912GyoqKvC///1PpkUxjYO4lsRAZuqRjD/55BPEx8fDbDYjJycHRUVFWLNmDWJiYuDl5YXdu3fL0g6Rj6inTxA9bNQPDNUtohrTsbRYPay+KGUSVUoir2rdurXMr8R6Iv2LEmwiwsiRI2Gz2TQPMXr9H9OvqAfVs1qtiI2NlcdHnV+Ic9OqVatqHzTU52/79u0wmUyoV6+epspPDLYoepWGhIRgwIABGDp0qPyt9957T1ajjRo1CgEBAU4fdMVDkfo6EulNjIYsrk03Nzd5nocMGYIGDRrAYDBg+vTp8ntFtY96n0SJUYcOHeDj4yOHKhC/GRwcDJvNBi8vLwQEBGDVqlVITk6+6njAZQMVAMjJydE0wGncuDGWLFmCI0eOIDk5WdO/W50YfHx8NAc5KCgINpsNQ4cORWJiIlq3bq2pn4yKioKnp6dMpOJCM5lMmDBhAogITz/9tLyJiYtXVAGZTCaMGDECilI5+qT6Zq/XVw58M3r0aNx00014/fXX0a5dO3nidTodysrKoNfr5c1Hp9PJOWFEwyu9Xi8bA65cuVL+LapdXnrpJfj6+sLLy0vW1RJVBjC5ubmYNGmSZqRbcZzE387acoiB4sRFLI6H3W5HaGiobKisLoFy/A5xMaqLI8Xx6dWrF8rLy+U8GGL+C51Oh/79+2uetEUQIgKxuLg4+Tmj0YipU6di+/bt6N+/P4i0o+KKm5f4rLiI1MWn4j0xuBLRH0O4OxvYSyzl5eWyNEGv16N58+ZyPg+Rnho0aCBbwKsbTIugwbGIPTg4GLfddhsURUHbtm1l41+LxYIvvvgCZ8+eRdOmTVFQUAAfHx/ZE2XAgAEAIDNnUYUoqjZMJpPs9pqTkwODwYC3335b9mpq3LgxdDodmjdvLm/qVqsVDz74oEyvjz76KKZOnQqTyYS8vDyZ2RkMBjRr1kwOKSCCCHFOzWYzHn30UbRs2RK+vr6yykK0tQkJCdHclNVVto7HXZ1WHUuNRNBvtVqxefNmOa+JyWSSwWteXp4cPFI9iKGoJnUMDtRLjx495NgpjiWojuneMbhXd0FVF9eL98UN02g0aqYNEd8nnmzF/nfs2FFef+qqq4qKCrmOr6+v7AUoupK2bt1abndQUBAaN24s8zzHfUlJSYHVasX06dNll9QXXngBVqsVu3fvxj333AMvLy80bdpU02je8XiI61+cH4PBgLZt20Kn06G4uBhWqxVWqxWFhYVyf8VIrM6+T9x4nZUKOLtOExISZFB300034YsvvpBtNtTt5dQPoaLKulevXrJtosFgwMCBA2W7RtFbqVu3bkhOToZOp8OcOXPQvHlzWT105MgReS2Jh5XRo0djwYIFCAsL06QRsa+33norfv31V2zcuFEe17vvvhurVq2Scw2VlJRoeqqK7dXr9bLh66BBg2AymZCfn4+IiAiEhISgvLwcRqMROTk58voJCQlBkyZNZHpSB+8mk0mWPotzJwLbwMBA2Gw2FBYWynuECFZE/ldYWAh/f38sWLDgqmMBlw5UJkyYILvWjhs3Ds899xz69u2Lp59+Gnv37q2x6Ewkzscee0yTsYmMwcvLSzN54a5duwAAL7zwAvLz82XpgzoQupoi0nnz5qGgoEB+fuvWrbIo1vF7RSJ1VvzoGNFW1zalugv7Sou6NXt1izojE3MjeXt7O21/IRL58OHDsXnzZlmqI96Pj49HUVGRzKzEDa4u+6C+SZhMJjkx4pw5czTHR6fTyaLuuhwv0ShR3NTU64ubs7jxR0dH4+2330ZZWRlSU1ORnJyMvn37okGDBnjhhRdw/PhxmWmIcW8aN24MPz8/+Pv74/333wcApKamYuvWrRg5ciTc3Nxw5513ahrHeXl5wWKxIDExEd9++y02bNiA0NBQmRGrhzWvbikuLq4SmKqPwZAhQ+Q4KqIkyGQywW63o3Xr1vjvf/8LNzc3fPHFF/j0009lY8hmzZqhWbNmVRpGOqYfu92OhISEOp1jx1Kc6q5FUa2pHv69pnFRrlTdQFRZDSTaQcXFxWHatGlo0qQJWrdujYiICERFRSEpKUnTDsFsNssxPcT3qKv/nO27Y9VTdde447mbNGmSDGbVjf3FdXGlfKtNmzaahtjqPMGxystZYOY4VYZYRDoQ46bUNf9s1KgRbrvtNtlA1dk66nZper0ePj4+VYIXvb5yJNqcnBwZTFzpt9Vjn4hF3chWr68cbycmJgbFxcVo0qQJMjIykJCQgMTERLz66qsyvau/x2AwoKioCF27dq0x/U+aNMnpOXGWfkVXaXG8IyIi5HlTd1gQ+62eksRZGhRBtvohQAT7ors6UeWDrnj4rWlfxNAc18JlA5WFCxdqDqa4oasPiKieSEtLk20+ROYgqkG8vLzkxFfidccDabVaMXjwYNnd+EoZaH5+PmJiYuTTgBgUSMze6ew7HP8vMji73Y633noLy5YtQ7NmzeSgYkajEU2bNoXJZMIbb7yBPn36aHpIqJ/OdLrKSdvE04ho2CoGPmvYsCH8/f1hs9kwaNAgjBkzBv3798fAgQPx5ZdfymO+cuVKrF69Wg6ypE5oRqMR+/fvx5w5czQTUxkMBvz888/o0aMHKioq8OGHH2rq6MWThr+/P+69917NRHOKUtmjqLi4WGYg4nXRBqhr167o168fcnNzUVhYiJtuukn2DCouLsbatWs1A5uJz4oLuGXLlvjhhx/wzDPPYMKECfj888/RvHlzxMXFoV+/fhg+fDiWLl2KFStWoHXr1pqLs7p0UFFRIUsBwsPDYbPZZLfDAQMGYN26dZq0J4q+3dzcZC+Jfv36oWfPnujfvz9at26NO++8E3fddRf0ej369OlzxeHcnaUx0UBW/d7s2bOxcuXKK2Z4IoM3mUzw8fGR1RvqNKYu5RDnXjTybNCgAaKiopCYmCgnsNTr9VUapot2SOKaFBmpGEpAp9Nh5syZeP/99zF16lT4+vrisccewy+//IJFixbhoYcewpEjR7Bt2zbNHDKi27Sz4+Tu7o4xY8Zg/Pjx8PHxkY3mW7RogebNmyMpKQlWq1W2PRo3bpysShBPwc5ubmLb4+LiUFBQgHHjxslh1M1mMzw9PbFt2zYQVVYnmc1mOZaJOnhSl8AWFhbC09MTTZs2xRtvvIE1a9YgMTERAQEByMjIgF6vx+uvvy4H9hIztIvvEw2XzWazTFspKSnIyMjQlCKKHixiMM2EhAS5P5MnT8bGjRsxffp0+Pn5oaSkBN26ddOMliuCLjEujCit0el0qFevHnS6ypnXY2Nj0alTJ3Tq1AlJSUmwWCwYO3YsTCYTlixZgpUrV2LIkCEyMBNP8wsWLMDcuXPh5+eHUaNG4eDBg/KB6MiRI3jssccwfPhwtG/fHnFxcfDw8MCkSZPQo0cP7N69GzNmzEBAQACaNWsmx2BSl6DVtIj8Q/yrLpH98MMPMWbMGBkUEVWWGIhqKEVRNN14xaJun6h+PSUlBUuXLpXfWV0wUlxcjIEDB8ppY2w2mxzbxM3NDQEBAbJ68+OPP8Zjjz2Gjh07aqbCICKMHTtW9qhUVwupr3OdToeHH34YAHDPPffIQeqcBSDq60x0YPH19ZXVuOXl5Th79uw1xwMuG6gkJydr+no/+OCD0Ol0aNeunSzSEk9Pa9eulRONicFlhgwZgvj4eAwYMAAtWrRAkyZNNC3IDQaD7FVSm0W0J7FYLLI0ISYmRgY/MTExMqOvrv2CesnKypJTrA8cOFD2wBCZu6i3F0GIwWDQNGa1WCxYv369TCzbtm3D+vXrNRmfsyUvLw9NmzbF6NGjkZqaiqNHj+Lo0aP46KOPAABlZWXw9vbGnDlzYLfbsWDBAlnlVVJSgoyMDE0CjYmJwfjx49GqVSt4eHigX79+6Nq1K+x2O5KSktC4cWN07txZ00XP09PT6VOu2WyWF7+7uzuefvppObO0WByL+p3dsNu0aYO77rpLTmXv5eUlj11wcDDWrFkDnU6HTz/9tEq6W7duHVq1auW09X/9+vXx2GOPIScnBzk5OXIQsKspwarupue4JCQkYMmSJfL/YuC1++67D7m5uUhMTJTD5o8YMQJ+fn6YMGEC/P39MWTIELz99tu4++67oddXjj6q11eO0ePj4yPTX2BgoGwrYrPZMHnyZM21oiiKHNq7rt1eRX21qBbr1KkTVq5ciQ4dOqBVq1a4/fbbQUT45JNPAABubm44dOgQTp48KatWFaWyiyYADBgwADqdDps2bcKBAwfg5uaGDz/8EEDluEF33nlnlfR/11134fLly/j8889l1RtRZWPqsLAwTaNd9ZKTk4Pbb78dbm5usueVh4eH3IZ69erBbDZj37598PDwwH333YfJkyeDiOSgYkeOHAFRZffpjz76CAUFBXIgrqSkJAwaNAgvvPACPv/8cwDAuXPnZLWCY/4jjkVtjntUVJTsGda3b1+kpKTIIn+r1SrzvqKiIvTp00cT5KWkpCArKwtGo1EGo47TYzhbOnXqhFdeeQU+Pj4YMWIEnn32WaxatUouoaGhmD9/PtauXSsfSNQPn477JiaG3b17Nx5//HFZMrpt2zZs27YNp0+fxunTp/H9999j5MiRmnMoGr1f6fosKSlBvXr15HAOffv2xcSJEzFx4kR4eHigrKwMEydOhNlsRtu2beWgnI7b6+3trRkHRuRVIvB+8MEHUVhYiDfeeEMzT8+IESMwevRoWS0svi8iIkIOzLd161aUl5fj0KFDCAoKQmlpKSoqKrB3717s27cPbm5uWL9+PcaOHSsfBMTouOL7HnnkEdjtdhw6dAgNGjRAjx495CCHhw4dQmJiIho0aICFCxfK19544w0ZqOv1esTFxckH2PDwcNjtdrRt2xZLlixBz5495bkU7RL79euHixcvXpd4wGUDFYvFIgd80+l0mDJlinyKFZmfSIS+vr7yKV/Uo6qLPz09Pas8oU6fPh29evWSkb/FYsHtt98ODw8PTJkyBWFhYbjzzjtly/133nkHcXFxiI+PR2hoqKYVuEhYERER8klR3eDS19dXbs8DDzwgE2lNF71oZEv0R0NZ9RwhRUVFGDRokFz/jjvukE+EzZo1w7333oubb74ZilI5mqZowCkGgarLoi6+FuNO1PU71Be2wWBAYmIiSkpKYDAY0KFDBxQXFyMpKQnx8fGyTtRisaB///5o06YN0tPTkZ6e7rTxLhFpLnR15iRKAtTbIcbB+Oyzz2QGJRZFqZzyYNasWbW6KbRv375W64kSsEaNGsknPHV7iP/85z+yNEO9f6I+2sPDQ44PQVQ5qZzVasX+/fsxZcoUKIoiB/G69dZba3U+xQinOp1OnovqunOLNLdz504oSuW4PR07doTFYkFwcDAGDhyIFi1ayJuPuOY8PT3lIIJ+fn5yJGZ1w0iiyjpyMZOsKOZXH1dxnMT5F//X6Srn5BozZoxcFEXBjh07ZJubgQMHYsyYMejXr58MNtSDuInrlYhkaZBjlYn4e+rUqSgvL0dISAh8fHzQuHFjDBkyBP7+/ggJCZFt3zIzM2Gz2WSbJ71eL/MDna5yaPWQkBA5PIIYpkBUMwUFBcmxeMR0AWJd0ZBxz549tQocvby84Ofnh86dO8NsNsuOBESVD4B5eXma3nOlpaVOG1Cqr7X58+fj/PnzUJTKiU5rU+VY3SL2x1l7w6vJo8QwCkFBQXj++edlmyKDwYCSkhL4+Pjg0KFDmD9/Prp161br3jvqtmxEf8xtZjQa8cUXX8ig1N/fHxcvXpQPVaJ6WB2UidJDEdyMHDkS69evlw+63t7eSEhIQGhoKHbv3i3HKSKq7KxQm27UokpOXbW+dOlS2SBc5I2ivZi6yramIQ/Ui7rqvVWrVjIN+/j4yGqxzp07y+VquVygsm/fPly6dAnJycmYN28e9u3bJwcfEwlDdHcUByoyMlLW5/n4+MDb21smksTERDmoWXWLaEz48MMPw2AwYPXq1bBardi3bx+aN29+xYtHlDD85z//wf79+6HX6/Hyyy/LsRtuueUWOctydna2rLdV97X38fHR9FQhqnyiq209vmN9dnVtBHJzc+Hp6SmrCdq2bSvfU4+cqx6LwbEUw9nSr18/TVfT3NxcdOjQQZPZiUakH374IVq3bi0zy3vuuQdEf7R7UR9Toj9a44uqE7F/omV+QEAARo4cKetlxeihYqTRyZMnY8SIEZqqBqLKQZ8CAwMRERGBoKAgREZGIjQ0FFarVY5gKdo6iLrlKx2HV199VfbkWLZsGV599VWkpqaib9++mDx5Mvr06SOHTBfVYBaLBYcOHZJdnYlIjswq9rW6dNC8eXOn48fUtIjeTuJGrtfr0ahRIxngi+8LCwuT3ZyHDRuG8PBw2fNt+vTp8qYugmhxsxLdyr28vGRG3K1btytWZ4l9EN+pbpwt5hJRD4gojp0o8fHz85PpQ911Xa+vHFfJcdRYke6rK1FxtnTq1KlWY7mIa93Ze+Lv2nYP9fLykvslqoUzMzPldBzNmjXDli1b4ObmhvHjx6NLly6aXld2ux1xcXFISUmR00o8+OCDmt8wGAxISEjAokWLYLVa0bFjRxk41q9fX5YCeXp6onPnzoiKisLJkyfRpk0bea6sVqu8xo1GI9zc3ODj44MFCxbIOXxqs79iEQ1dxf9rkw9Vdz6ISFYZE1UOnFibNiDqRsx+fn6aNjtdu3aVjfy3bduG119/Xf6eugRKPcdOTk4OAgMDkZmZKavw27RpAz8/P0RGRsLT0xMZGRmyka4YeT0xMVFW/SQkJKCoqAjdunWTwzDodLoq8y7VdDzUvZacnRfROUDdkUBc1+oenzpd5fD8YjusVitSUlKQkpIiexgVFxejvLwc5eXlVx0XuFygoigKvv32WyxfvvyKma/I1GJiYhAaGop69erJxpnqjEj8XVZWJg+86LGizjzrEsmro3/R84HIee+W6hotiYxetLh3bMAlblCKosiAKSMjA4qiIDMzU94YxMBFYt9Ejw7RlVR0GyOqbKAm6l3j4+PRqFEjmdGLof91Oh3uuOMOfP311zKz0ul08slOZH6KomDRokWw2Wxo3749QkJCMGjQIHlM69evL29YW7dule0eWrdurRlqW2TswcHBCA4O1hzDuLg4dOzYESUlJWjfvr18KhTH193dHSEhIZq6Z9HyPCsrS1P/eqVFTLJ4pfXE04HFYoGnp6ccqVIUp6tLc6r7bZ1OJ3s1iItZTBRmNBo13TjV33elm9v1qIa62mX16tXw9/ev0kX+SsvQoUPh6+tbpXF8dHS0DHzz8vLQrFkzefO/Ur6g/r9j77E333wTFosFAwYMwKRJk9CiRQvcfPPNmgnfRDqy2+1IS0vTPBVfaX9EqRxRZVB47733XrHqRgQcoh3FZ599pskX33jjDXkzEpN2ihsFEcn5ZkQbPTGmUU09mNRLSEgIHnjgATRp0gQlJSWacyiqncUNW4zH4jjarPr4eHl5oUmTJhgxYgTGjBkDk8kkexeJ0WgffPBBOf1GYGCgHIBRjOwqHqYsFguGDBki56MCgM6dO+P06dMAAL1eLyd4FcdCvV233nqr7CFYXTpRFEXef9Rt5Rw/I4IbMU+Xuj2cuspf3X5Jr9fLwGXs2LFyVNdrXURplijVFQ8Z4hyEh4fLB2NxTESjZpFOxD1CBHFiAtHIyEiZZkVw3r59+yqj3jo7RjExMYiLi0Pnzp0RHx+PrKysa44LXC5QOXLkCC5fvgwAmDVrlqa1t5ubGxISEmC321FaWgqj0YiEhATZVqWgoAD5+fmyTUVeXh6eeOIJedJEuwXxfaLLlSj69fb2xoQJE5CTkwOdTicnsjIajUhLS5NF9fPnz8f48eNlz4jqMgJxsxQDkYnGbHq9Hk8++aQmwej1ldOeb9iwAbt373b6nUVFRbj77rvlRScCFXVw45iROj79iYaEOp1Ofj4wMBDx8fFyfguiypv2wIED0aFDhyr7pH7yF+NbiHEAXnnlFdke5e6779ZkXOIm4JjBqbc1KipKXtQ6XeVcN6KrX8OGDVFUVCQbawUHB8vZs0VDQ6I/RikWTwQ6nQ4tWrTAPffcg/j4+CrjZoiGXyII0+l0eOGFF2SJzYYNG2QgIb5fNCbU6/VysDF1Zk5UGZDVNsPJyMiQ1SXqkYN1uspxc0SpYkVFBfr374+CgoIq51Z0gSaqDMpFVUFRUREmTZokh+cWgZ6bmxtiY2MxcOBAFBUVyac4ItLM1uvsPIlrSmR+9erVk+04ROlHVFSUvMmJbtY+Pj4YMmQIJkyYoAnEnf3OrbfeihYtWoCIsHv3bvz000/o1KkTMjMzUa9ePSQmJso6cjc3NzRs2BBt2rTBxIkTccstt8gqPi8vL9SrVw8fffQRoqOjZboXDZ6J/phhVqS95ORkOcijeMoV23XvvfdCp9OhvLwcBw8eRFZWFh566CGMHTtW9sgSN4jCwkI5i7d4IBADHorGmenp6fDw8AAAFBUVyWHr9Xo9duzYgWeffVZz43RWEiAGEVSXykZFRSEzMxP169dHUFCQbNTaqVMnNGrUSAZmot1OTSUW6mpnZ21KxJO1KNEOCgrSLHq9HuHh4QgODobFYpEj8vr4+CArKwtDhw6VE8eWlZWhd+/eSExMlFUQRqMRS5YskVWHRUVFOHPmDADIsVDKy8tlqYJ4WBHpVIyU6rhf9erVw4ABAzBt2jSsX78e9957L7Zs2SKXGTNmyIa1YnTuqKioGntdqq+Tp556SrYhUx8rMfSEeM1ms2HdunXYsmULGjdujOjoaHh5ecnzZbPZZJ6jLgEUVYLi/hUbG4vQ0FDo9Xp89tlnsrRaVPmrh+Xo1q0bzGaznHQzMzNT8wApvl8Mtii2wd3dXQaVjuuL/DEoKAjl5eXywfJauVyg4sz333+Pb7/9FpmZmcjKynI6l0F1N4DqnkCrqxpxfF1Enfv370diYiJCQkKwePFizdDLYtp1ospRWB999FGsWLECALB7925Nt1h1faB4TV2qI/rAi/pLsV5KSgoMBoM8JgEBAejQoQNCQ0MRHByM/Px8TJ8+Hd7e3vDz85NVS23btsWYMWM0wYF4UhS/GxgYqJn/xGg0YuDAgWjSpImcw0av1+Ppp5+G3W7HSy+9JNtL6PWVA3D5+fkhKysLoaGhCAsLk+N6OB5PcXMXv+v4FC2eDMQ2ON7IRMlTeHg4vvnmG7z11luaCevc3NwQFBQkZ2ju378/Vq5ciQkTJshiW19fX0ydOhWff/45QkJCcODAAQCAzWbD559/DrPZjN27d6O8vBzh4eF44403AED24OjTpw/Cw8OxYMEC9OrVq0o6Et0F8/LyoNfrUVZWhrCwMDzzzDM4duwYXnjhhSojaF7pqVc85aidPXsW7777LqZNmwaLxYLevXvj0UcfhdlsRnx8vBwfaPHixdi8eTNeffVVKIqCiooKZGZmYuTIkZg8eXKV661Dhw4oLCxEx44d5eSM+fn50Ov1CAgIwK233up0OHZ1yU96ejq6dOmCJUuW4NChQzh16hROnz4NX19f7N69G6dPn8bevXsxcuRI2ZBTp9MhLi4OgwYNqnXJkE5XOStycHAwPv30UyxatEjOKXL06FFERERg48aNstF4bGwsdLrKAdxyc3PlBIyiClm0zSgoKJDDCqivUTHzsV6vx86dO3H06FFYLBaEh4fj888/d3o+xUi4oteH3W5HdHQ0BgwYgHHjxkGvrxwj6dy5c+jYsaNmviNnx7e64E60a2vbtq2sshHzAYnZdw8fPoxz585hwIABTktbnH23Y/WYaP/x/vvvOw1a6rJcSwmg6A4vxvIQVQ3p6em49957NWPZiOBCPYlfdUtAQAACAgJkVaLoROG4nrrKVTz8iZ6K6iDfw8MDN910Ezp37gybzYbu3btj4sSJuPPOO9G0aVMQVVYPFRQUyIk63dzc8O677+LcuXMoKyvDo48+Kq/PEydOoF+/frKnq2PJ/cMPPwyiPxp0Dxw4EGVlZbJDgs1mQ1hYGPbu3Qs3Nzc5a7mQmZmJBx54AHa7HfHx8bIKX/xOq1at8PLLLyMgIECOdyUGijQajdixY4f8rjVr1iA8PPzqbvwqLhuoNG/eHD/99BM+/fRT2bhIdLcVJ0dE5dnZ2bJrMFFlzwgxXoW60aqIqH19fWXvB6LKusa0tDTZ6Gr69OkIDQ2F0WjEjz/+iNTUVDnJmbhBt2jRosq8KEQkn2rEIn4zNjYWDzzwALp37y4b3oqqEFEX71iHryiKrLYRDTCPHz8OAHKCxMaNG+Opp57C+vXr5dDkOTk5GDx4MAYPHowmTZrAaDRiwYIFV8wU8vLy0LVrV0yaNEm2X3jyyScRGBiI3r1744477oCbm5tsUDlz5kwQkWzgrB7ETnSbi46Odto2ITU1Fbt27ZJVMx06dEBYWBjMZrNsZd+7d28EBQUhJiYGqampCAwMRK9evWC1WtG7d2+sW7dOBme+vr7YtWtXlQvX8SnK19cXS5cuxcGDB7Fv3z6UlZWhYcOG2LZtG5o3b44NGzaAiDBw4EDMmDEDdrtdPuWJ0qPCwkJMnz5dFj2/8847sjQiMjISDRo0kMdAZJzq0WDFNsbHxyM4OBje3t6Ij4/HlClTkJubi5YtWyIkJEQGXu7u7lUySnFzVZ/Ttm3bYtWqVVe8ISQnJ+OBBx7A+vXr4enpiYqKCnndnT17Fi+99JI8Z6K3j8j0N23aJNcdN26cHGFTURT07t0bbdu2RXBwsAw2br31Vs0+15T+kpKS5BO+m5ubbMvjbF/MZjPmzJmDZs2aoXv37khPT4fBYEDz5s1lTxfH/a5rGwlny+23347NmzfDarVWmWfH2WIwGDBs2DAkJydj5MiRMh2oG3m7ubmhsLBQTtcRGxtbZUZyMdM3EeHOO+/Eli1bEBgYCE9PTwwcOFDmcz179pSlyGL/27Ztq5m0UrTxmz17tpw5WuSl4qYrrhtnpV4ikBI9S8R+iGtFvOfm5oZVq1bhk08+wa5du+T3i/VEmlAHE47n2VmeJaqEnHXHv9Jy4cIF2RZN9GKrqUGyl5cX/P395bno3r27pnFufn4+iouL8fLLL+PIkSN44okn0KlTJ4SHh8uHXKLKIeVF4Og4N5y6LVZ6ejrKyspw4MABLFmyRNP5YfXq1di3bx/CwsLg7u6O2NhYmEwm2cOrYcOGCA4ORkJCgmwKEBERgVGjRmHo0KGycW29evXQo0cPREdHIy4uDrGxsZg2bZosCBCDltpsNk3AJUqnExMTZbWsaBsm2jfWq1cP9erVw6pVqzBr1ix4eXlh+vTp1xwPuGygoigKZs+eDb1eL9shOAYGnp6emDVrFu666y707NlTdhX+9ttvYbPZ0Lx5czk1NhHJETIdM3wxfPXly5ehKAqOHj0qW1a//fbbdcrI6vKEob7ZiIg1NjZWzsuTl5eHvLw82euHqDKoulLjYMdFFGHHxcUhLi4O0dHR2LhxI7Zs2aLJiJxd8GJAH/W4LW3atIHBYEBxcXGtWsz7+fkhJCQEL730Em6//Xb5RFZcXKwZDOpqnq7UAxrVZiI5xzlh1IsYL6amTNJxadSoUa0a+YleYDExMfD29obRaERoaCiysrLg4+OD9PR0AICnpyf8/f1Rv3592SBRURTNpIu1SYPX8qTquKjbWxQVFeGbb77BTz/9pBlET1GUWpd0ikVMTKluU6Auslc3rg4LC0OPHj3w448/VrnWrmbx9PSUXb+TkpLksfX29sZDDz0ERansTSiCrvT0dCQlJWHx4sWya3JgYKDsQq2efyg2NhYeHh7y2IhB2NSBsxgwUN27SOyPswnsHB+63NzcrmoQNbGIKSdEg//AwEA0a9YMBoMBTZs2RdOmTWE0GtGqVSs0bNhQnof09HTZSDkuLq5KWxar1SrbsIjXDx06JKvwcnNzsWLFCqxcuRIrV67E3Llzcc8998BkMgEA3nvvPeh0OowYMUKWuNVmf7799lv897//xerVq/H0009j9+7d+Pzzz6HX6+WYM+oSJGdpp6SkBFlZWfI9MQ9XTb8rqrQDAwORlZUlxzIRv+fY5lA9GjYRafJ2osrBFvPy8uDn51erMV/U17tjHlpdvnSteYP4LceRyJ3lrTabDd7e3nK5Wi4XqOzbtw/79u2TF8/o0aPla7m5uTIB2e12TJ06FdHR0cjLy9NcxEVFRdDr/5hzgqjySbpt27ZygjCRsTZp0kRmMuLiqk3vBPUi6mHVT39hYWEICwuDzWbDmjVr5ERtoi3Fhg0bsH//fhBV9r7YsWOHLLoUvUvq2ptDnamJoE69LyLCb9++Pe666y7k5ubC29sbs2fPxqOPPop27drJuTCuNgEriiLbwaxZs0Z2MX///fdx8803a7ZHXf0l6lrVT2vi3A0ePFhW3wQEBMiMgYjkmBPNmzeXT2RiRlN198CGDRvCz88P0dHRmqqiuu6f+GxMTAwyMjLkzUgdbIlB3sSs2F988QXc3NwwefJk2O12FBYWyqdIURTdtGlTDBs2DBaLRZYSqRtgqgPF2i7+/v7w9fVFSkoKEhISkJmZiVGjRsFoNCIrK0sOqifWF1WZFosFq1atkjcJ0V6LqPLmJIYHEJ8TT11Dhw5F9+7dZSNhdV2+oiiy/YQoKlaP1CrSgKJUtuOw2+1wd3eXXfBHjx6Njh07Ii8vTz4ZNmnSBHv37sXs2bNl3bsYKVk0Sg0ICJAlm2I7RQZbVFQEAPjqq6+QkpKCtLQ0PPTQQ/j111+hKApGjRoFX19fhIaGykBDfIdoayHSm5+fH5o3b46GDRsiOzsbHTt2RGhoKPLz82vdu0csBQUFsguxl5cXfH19ZdWsmFxQFPuLhqSikXHHjh3lYGBiP8WxEW2zDAYDRo4cWaX6UV3Ck5+fj2nTpsFms6Fdu3ay9FnkD56ensjOztb0DFEvohpEfJ943WAwoLS0FO3atZPXidiGwMBAWZIo8itFqRz12cfHR27/7NmzsWXLFixbtgzLli0DEeGJJ57A/Pnz8fbbb2Ps2LHIy8uTHQHENWsymRASEiJLljw9PWUDWHE9i8CxY8eOqFevnhwc7cUXX5Q9q9auXauZ10d8xsvLS6YVcQxEHia2XT1YZl0X0XNU/N9sNqNDhw7Q6yvnI/Ly8kJCQgJyc3NltdiVeluJKRXEvctqtSIiIgLdu3eX7Z66du0q21zNmDEDkZGRmobnqamp8nyLfTQYDLLmQASlK1euvOq4wOUCFRGtqQ+uYwYdHh4u6+FFgqjuxhIbGwur1SqrYsR3WSwWNG3a1GkXQqLK4rHWrVvLCfbatm2LGTNm4L777pNjbCiKgqeeekoOPCTm2LHZbJg2bRqmT58Oi8WCTz/91OlNprobT01FkaJVt6JUdgkVUawo6q7pe6tbquueRkRyxEWj0ShLLNQjFYpuja1bt8aIESMwbdo0OQFV9+7dce7cOTkvkWNretHmwdPTE97e3khJSUFJSQmISPaqISJ88MEHAIDDhw9rniJFSYOiKEhOTpZVM+qJt0QPJ3VRtjoAiIuLk6NrxsbGyqHIMzIy4OHhgTZt2qBbt27w8PBA37598f3334OI5DD34nesVqs8PmIch4SEBBl4in2vLggWQ7QTEfr3749Zs2bJRsEi8Faf37179wIAiEjelL744gvY7Xb8/PPP+N///gcfHx9kZ2ejZcuWsFgseOWVVwAAHh4esouqGM9k6tSpctuKi4sxbdo02eUwKytL00hY/XdwcLAsns7IyECDBg3kCKaiJ5dYVxyX5ORkGYyIxvBElXM/idLCMWPG1KrBomgwW91iMpmQkJCAl19+GWvWrJHXp2PaF8ETUeVTv06nw+jRo+V7juur5zKJiIiA3W6XJaAGg0GWFonqGnEzE3OCzZw5E88884xctm3bhq+++gqKouC7777DBx98gHHjxqFnz54oLi5Gw4YN5fXieH2LPNNgMGD8+PFwc3PDwIEDa3Xtq+dFq2lRp1uDwQAvLy/NpJqpqaly3/V6vRzZtzbfGxkZKa8d0X6O6I9SqqKiIpSXl4Poj55g6jR4rYtjfqsoinz4TU1NhY+PDzIzM9GrVy/5wHClY+bt7Y3FixfL7xa9mERpeW0XRVFQVlYGRansYSnSnjjnogebn5+fHJ9KlFj37NlTNqxdt24dDh8+DLvdjiZNmuCee+7Be++9B7PZjNOnT6OsrAzFxcVo06aNvJ+ZzWaUlpYiOzsb7dq1k4O8iTxcBCvqIFmv12P06NFy/rWpU6del7jA5QKVI0eO4PDhw7LdwowZM3DkyBGZMGqqIhA3z8jISNmCXAx1LxK+eLLr0qULSkpKnAZE+fn5iIqKwqhRo+TFd+TIEbz66qu1TmC+vr7w9fWFTqeDn58fRo4cibFjx8qEK9om1PQdSUlJaNGihWamTVHsajab8cwzz8jX+/btK59W27RpoylC9/DwkDeTmi4wdW+Zt956CwMGDEB6ejrKy8uxdu1aecFERESgc+fOmDdvnqb3S037IkqrRKMxRalsvHjx4kXs3btX/i1uyiKaF9vvOKaCyOSSkpIwZswYTWmMn5+fLJExGAwIDQ2VDVtFLxqRKQ4bNkxmIu7u7nj00UdhsVhw5swZLFiwAP7+/vIJTKQdIsL48ePh4eGhmdl0yZIlmqoMMYpkdHS0ZooHx2OjDqoc06L6b5vNJlvbi+6rohQiISEBH3zwAXx8fORriqKgqKhIHm9FUTB06FC5LWLIa6LKG77oGn41JU3VvafTVQ6oKMZBSk5OxhdffCHbaGRmZsoqo5ycHHh6eiI0NBQGgwEVFRWyB19ycjLS0tKwceNGOVFbdnY23NzcEBMTg5SUFDnYotVqxdKlS+Hj4yMz3S1btmD69OlOj6lYHIvKRV5jsVhk4F5cXIxnn30WzZs3R/fu3WVwGRgYiGnTpqG0tBR2ux0NGzasEhA5HqetW7di0qRJmukjiP6oDhClhupSr4CAADz++OMg+iOY8/X1lY0yRTfnrl27ys8VFhbKG3uDBg3w0UcfyXSo3kaTyYQ77rgD48aNk12h586di4YNG8pjI4Klzp07Y8mSJZgwYQLq1auHxx9/HIqiYMiQITL9Pfjgg1AUBU2aNNFM0aDT6dClSxd4e3vj/vvvx/333y+3Twxopx7lVWyfuEbF//X6P+Z0MplMcnyo1q1b44033sDixYtBpB34bPXq1diyZYsc8n/06NEyT3Z2HYq8S2yHwWCQk32KfCAoKAhLly6VJUvx8fFIT09HVlaW5qHKw8ND7qfoSix6cObn58sGsjpd5Qi8ohTtjTfeAFHlYKGOVVfOSrP0en2V+4tj2vv888/x+uuvO21neaVr2tlisViQn59fpdG1WK51hFqXC1TUZs6cCT8/Pzn5kUhQ4oZKRHLAoV69esliQ9EdateuXbBYLNi+fTsqKiqQmJgobyzORl4MDAyU1TiKUtkdtmvXrigtLYWnp2eNo8nW5umhupMvqqjEU4jjUPFeXl5O219UFxyoJxgUbXzERSaK9202G5599llNN9guXbpotlV9Yyb642lGXerVsGFDLFiwQNMAz9kiSrR27dolMyPRPVYUX4qM1bH7sIeHR5VJ7MR5TkhIwOeff47ly5fLgMJgMCA3NxcNGjQA0R/18WI+HvHEZ7VaMW3aNKfnpTZP8+qlVatW0Ol0CAoKwvz58+Hn54eCggI5E+57772H6OhoBAQEyB5Ybm5uMni22+2YPXt2lXpxcQ4c05coKRL/z8zMlGMDOds+Ecipv8cxPcfFxcmgwc/PTz6NqatMRCZd3blWf6dOp0NOTo68nhRFQadOneRYQGL/xCBhycnJMBqNsgRuwIABuOWWWzTXV00ZqOM4EjUtSUlJCAwMBIAar2lR6ibOU0lJiWwkXdP363Q6uT033XQTxo0bd8W2TI7Xs7NjLObVqek7AgMDodPpqh32Xj0TblZWFgYNGoTg4GCsXbsWoaGh8uYVGBiI0NBQmQckJSVpZln+9ttva3VDE4GVenFWKqT+u7rjK64xx886m7ndcZ20tDS89tprAIDY2FjExcU5PSd2ux3169fXPBwHBwcjMzMTHTt2RIcOHeQDm/pGL/JS0T03KChIUw0UGBiIqVOnykapFotFVldPmTIFPj4+sFgsyMzMRHp6usyr09LSoNPp5IjKRH/0HhXpjKgyjxXVXY77JBrgitGvR40aVe1Dk7qU0TEwUv/t7L3c3Fw5wF1MTAyio6NhNpuRmJiI//3vf1cdC7h0oBIaGgpfX185QJCoJxYHRT3ATvPmzVFWVgaiyhv1yZMn8f777yM2NhbHjh1DSkqKnO1XnfGJ9du1ayczh7q2UTEYDPIpPSwsTHbpnTRpEgBg//79MhARRWatWrWSF0mrVq2wdetWDB48WN4YFEVBUlISWrduLaNjT09P7Nu3D5GRkZrMIzMzU7YLIKo6u6poqNu1a1cZJIh5H8Tx9Pb2xsSJE+UYE2IoZ9EzqbqLX/wrRlUkqnw6P3DgAO644w4YDAbZgyg0NBRLly6VVWSijZDY38DAQGzfvh1ff/01EhIS5IUknsJEN86MjAxNEay4uMRIrxEREdiyZQt+/PFH7Ny5U5ZqGY1G+Pv7Y+jQoVi3bp0mLYnvEAO4XamESK/Xy6BCTBSWnZ2NgwcPAgBGjRqFlJQU3HfffTAajThw4AAGDRoEvV6Prl27yt9s0qQJ3N3d0bVrV6Snp6N79+5yn8W8LAaDAe3atUO7du008+3U5oas0+nkRI5ifdF9Wp251iWtqxuB1+amU5enMxGYiWJssc09e/aU02pU953iaV+M5yJK5URVhdjX+fPnIyIiAomJiQAAf39/OaAiEaFdu3a46667MHXqVHmDcJZRE5Gc78lxW8S1bbFYZEmP+vM1DSyo7s2iftCo6Rp0XBo0aIBhw4bJfNJxvbCwMISHh6OgoEC2SRHtX8S6opRCtNMRXf7Fd8ycOROjR4+WJXN+fn6aiT3VpcCiUWVRUdEV50Nzdn49PT3x4IMPwsvLC+PHj4fZbEZWVpYM2iZNmgSiyvZ+6rY2iYmJMshMSUlBYWEhUlNT5eCVtTmWNa0jxloqKSlBp06doNPp5NQK48ePR0VFhWZ9ESRebUNox/Z16sDCbDbLLslElW3G3N3dkZSUpAn0Rb4qGsSKBtVif4gq81B1A3F1QBcQEOB0/BRRnWsymbBz5055Hz958iRat26NNm3aXHUs4LKBytKlS+XTQUZGBjIzM+USEREho/uEhARkZ2fLuRPUB06n0yEtLa3GkhAxWJivry86deqE4uJiOe5BZGSknBth7NixMmEvXLgQGzduxEMPPQSdTidHXhQnWrRpEa2c33zzTU3iKi4uRsuWLeX3JScn44477sDzzz8Posqi36CgIHzwwQc4ePAgFKWy29dDDz2E06dP49lnn5X7p47KHferrKxMUwetKArS09Nl/bkodhQZo8FgqDLOgLr4rrrxHRyXqVOnYv369Vi4cCF0Op2c1ZmoshhW/IZoUCkaDz/00EPYt28fTp8+jV9++UXOACqKjN9++22cPn0aP/30E1q2bInQ0FBZrJuSkiKfxNXbHh8fD5vNJrt3X7p0Cb///jsA4NChQzJ4SU5OhsFgwAcffACdTicvZqPRiEmTJsHd3R0VFRVV0phoSCb+LxpxixI7ccMpKCjAM888IxtHqjMG0f23QYMGmDx5sgxOHDNSg8GARYsWAQCWLVumGYHXzc1Njt0TFhaGhx56SPN5b29vWcK0fPlyGXC88cYbSE5OlqMZL126FAUFBQgLC8P8+fNx1113VZkP6aGHHkJycrIsEm/VqpWcO4SocqC2ESNGwNPTE/fee6/sni2e/jp37gxfX1/cdNNNGD58uKxWEdsrSqDatGkje9WIJSUlRRNUqINVx8BTHdB5enri8OHD8vp755134OnpCQDw8fHByy+/DLPZjMaNGyMtLQ0DBgyQ4wCJ0ihFUdC+fXuZnnU6HQ4dOgSr1YqEhAT8/vvvyMvLk59RlMoG+23atJFTMoh2OwUFBXKmYL1eL+eceeWVV2SJgWic2K9fP3n+Ha8/9fUqAjEfHx+Ehobi448/BlFlr5tRo0bJG75oQ5ORkYF69eohIiJCc+Px8PBAcnKy7Dq7bNkybN26VZZuVbeIfDY0NFS281Hf0MU1JfZDlKKquzhHRUVpxkdRn+ekpCTZg6qoqEhOsikeRGraNlHV2aRJE9n7UTw8iWvVz88PvXr1wltvvQWr1ap54BOl3Q899BDCwsJkKZv62DsG/Y5tLYkqg+QHH3wQVqtVrh8VFYXmzZsjNDQUfn5+8sFMDBRoMpmQlZWFoqIi2dNO5MXie9QjzYqxnV544QXZxbi6PFscO29vb0ydOlU2lhYNnb29veWkpqIx/G+//Ybt27fDZrNh6NChVb7T3d29Sk+fvXv3wm63X3U84LKBSlhYGKZOnSrrmMWyatUqeXHX1F7F2aLX6+WMxESVEXf79u3l6Kviu0RVk8FgQOfOnWEymfDpp5/K7+nWrVuNxZMiARBV7SKmHmlXHUCobyrqp5badvm85ZZb5ARw6oHhBNEt2DGjc3ZBi4yMqLKkSsxwKwb96tWrFxo3bqxp/6OeZ+VaF0VRMH78eEyfPv2KRcKi8Wu7du1QXl4ub4YjR45EYWEhwsPD0a9fP3h4eMBkMuHxxx/HkSNHZHqyWq2ysa6/vz92796tabRot9uxYsUKeZGZzWYEBwfL0j1Rb67ezry8PLi5ucnW79WlDVFKdKVzoi4tI6q8OYk00r9/f+zcuRNGoxEff/wxAMibql6vlz0+nD2lTps2Te6TqJ4RI/OKYE0E3haLRZZ0qM+zoiiaBrPOziURoXfv3vD394fZbMann36K5cuXo7S0FMePH5c3AbPZjIceekheAyIt1iXt5OTkyEbsCQkJ8voLCAjQdJ8U26Weh8VgMODll1+WN72aSoOsVitCQkLQtm1bmEwmjB49GuvXr0fXrl0RHx+PFStWoGvXrvDy8pL7IKr6fH198dZbbyE1NVXerJ555hnZkFT9JKveVpHnmc3mKo1q1QPwie2+4447kJSUhJ9//lmeX8f9d7aoB3+szWI0GjFhwgQ52KQokbyaEoPa5g81lWI5LmLfxUOBm5ubLAVSB7MWiwXp6elOt1tcT+LBQJT26XQ6dOjQAeXl5ZrfF73W3N3d5U1fjB7r7e2NI0eO4LnnnsMTTzwhz6XZbNZUiz733HNYv349oqOj0a1bN5lnvfrqq7LrvqhaHDNmjByzSAxqKPKXpk2b4r333pMPo2VlZbBYLLjnnnsQFRUFna5yJG6gcoBSospSfrvdjjZt2mDOnDmadk4DBw6En58f4uPjERsbi5CQEIwdOxZpaWmwWq2YNGlSlZ4+77333j+re7IgEk9tio5TU1PlfDtms1kzwBbRH+OIREVF1VhFok6UxcXFICI5U+pNN90ku0cTVQ6PLk6cGFjnel+Q8fHx8inYx8cHKSkpSE5OlnWfiqLICfnmz58v54eJjIzUPAEDwIsvvqg5FmK9sWPHwtPTE/fddx9eeeUVOZCQXq+Xo4hGRUXJth112X51sbXdbkdERATKy8tlCYoIPNSTxYlznZKSognSxO+Ldf38/PDII4/IXivp6emYMWOGnF+ofv36cnZgZ9umzowsFguSk5ORm5uL2NhY+WQoZugWT9Q9evSQaUbU1Xfv3h3Dhw+XRfne3t7o3bs3OnfuLLtvNmrUCLGxsejfvz+GDBkiG5aWlpY6LUIVx6Ku6aVBgwaYP3++bOCs/g5x7NRFx3l5eXK0XnGcQkJCZLWa6OItSgdEZq3TVXbfTElJgbu7O4KDg1FeXo60tDQ5aquiKEhNTcWKFSvksSkuLkZsbCy8vb0RHBwsn47FNlqtVqSnp8sbi81mk40l9+7diyNHjuDIkSO45557ZNpQFAVz5szBlClTNBOt1eZ4qZ/kiUgGljVVCdT1GqhpWbdunfzb29tbNpRWlMpeG2LsFPGbqampcqRUMVNzTcGA0WjE66+/jrVr11YpVRbz64jqUnFN1CbPnTRpEp555hksXrwYCQkJshpHXQ0r1s3IyMD69evx+OOPaxp51+b4OFtXTAzo2H7H3d1d03bFZDLJAEDMAdS+fXs5MChQOV2BSJvJyclOp/YwGo1VqoLV29SiRQsMHDgQ7dq1k3mR4yKaLYiSVE9PT9SvX18OYqke1kIErlarFYMHD67xQVVUy4txmWrKP0TJrrpqTwRqVqsVDRs2RK9evTTHUFEU5Obm4vbbb0fnzp2vOF+V4/eK7vXu7u5IS0tD//79rz4euB5BxZ+htLQUGRkZsFgsyM3Nhc1m0zQEFbP6JiUloaCgQPPEEBkZiUmTJuHAgQNwc3PDkiVLcPDgQWRnZ1cbnIgD7O7ujszMTFkFAAAffvihnF23us/a7Xbk5+ejTZs2si63TZs28PX1RXR0NDp06ACTyaQZt0WdQRYUFKCkpAQGgwFpaWlOSw9Eoy7H+m5xc6jNxS9uVPv37wcA/PDDD+jcubO8KYtMLCwsTI6RIHovid9v2bKlHD3VaDSiYcOGTnswiXYc4qLavXu3nLdHnbBFWw/1k6Pj94j9dzxf4kkoNzdXricCLfV6YsyQxYsXIzMzE0lJSZpg9moWvV6Pli1bIjk5GXa7HYmJiZpAwM/PD71790Z+fj6Kiopk0Pj+++87TUs+Pj4ICwuDTlfZU0Z0eTWZTE7Tn7MnSDGJm7o6xFl9v+PnRBFy9+7dZa+Bmm784nja7XY0aNAAAPDzzz/LXh81XWPqJ1P13CM2m032kBJtQ0SJx/nz5/HII49oxq+4liUuLg65ubkYOHAgGjZsKOclEm3ERNsTs9mMvXv34sMPP0RxcbF8Eq8us9br9bIBoVgnLS1NlsyKG4V4EHD8rMFgQKdOnRAXF1ftb4jqnqSkpBpLnMLCwuSTv3qqCqPRiMjISDmb7ZtvvgmTyYTo6GhZzK8OOMU1KtrhEVVW74gbpbpUKj4+XvPQ5mwfFEXBoEGD0KtXL/l+z549odPp5GjXQUFBOH36NM6cOSOHa3dMVyEhIbIa/J133gFQ2Qtu5MiROHbsGNauXQsikm2WxLaGhIQgLS1NPsiIIRjEpKJGoxE9evSQ12T//v0xduxYee6aN28u/27QoIE8xuIBoW/fvpo2SHa7XVb1O+ZhPj4+mo4S4txeqcS+NovIs9XBT0xMDCIjI2tsDlHd0qVLF2RnZ8shIcTUKtWtL+YgUpTKRvSnTp266njAZQOVmTNnQlEUtGjRAnFxcSgrK4ObmxuCg4PRu3dvAMATTzyhGd5b3BQnTJiAdevW4ffff4ebm5vsnqnT6TSlIuoTKjIK9YykRKSpa/P29pbdfD/66CPMmzcPRJW9YaKiojSLqGfV6/XyN0VJjboYMicnB61atULr1q3l4jgwWUxMDB555BEEBgbCx8dHFundfffdsmujmMZeHAOREE0mk3z6EE/Ufn5+KC4uRkVFBbp164aCggJ8//33qKiokBeTGHpfnYleqdeCyMAPHTqETZs24eGHH8b8+fNx2223oUePHujataucSt5gMMhRLkVLdL2+coZOi8WC+Ph4eHh44Omnn5Zz7ISFhSE+Pl52ddTpdOjcuTNat24tx8oR+zly5Ej85z//ka3jRQNSoDJQ0Ov1qKiowIkTJ+TAe+LGJG7aop2DSDtiivPHHnsMLVq0kAFBx44d4evrKwOJsLAweY7FnErBwcGIjo7G+fPnMWTIENkIt7y8HO3atZNPzkVFRYiMjERwcDDat2+PiRMn4pNPPsFtt92mGQzv448/RkREBHbs2IFnnnlGHvt+/fqhuLgYBoMBkyZNwn//+188/fTTaN++vbxOAGDMmDGyiqi6G4pY1MOrq2dhFekjISEBa9aswRtvvIGJEydqqsTU1VsiqBS/Ja4zT09PREVFoW/fvlCUyon8RO8HUfIi9j0kJESWAl1pURRFNlwODAyEv78/Bg0ahLlz5yIyMhI2mw33338/du7ciQsXLsjtee+993Du3Dn5HbGxsfLcijF3cnNzMXjwYBBVzq3i4eGB/Px82Qi6U6dOiIiIwNNPPw1fX19cvnxZpnH19oknXXGN5ebmonPnzhg/fjzuv/9+dO3aVT5V63Q6NG/eHCNGjJCfnzJlSp1L39zc3NC1a1eMGTMGY8aMQXl5uRwWnqiyulnMSC4CobCwMPkwIoYKEA2/1UMJOKYl9aCb6gDPsZGw6M2ibgc3fPhwzJgxQ1NFFhsbiylTpuDnn3/GsWPHsGfPHhgMBgwcOBBff/21TG+Ox8Qx8BPbctNNN8lG0+K3dTqdDMLEkA/iOhDvixuwuG5FL0Zxg1aUyiEDmjVrhoqKCpnuS0tL5QOE2OeFCxfi8ccfR3h4OBo3boxXXnlFU72q1+vh4+ODkpISOd3B+PHj8eyzz8JqtWLNmjWyTaWnpydWrlyJ2267DV26dJH7IcY3uvvuuxEaGorMzEy0bdsWI0eORFRUlGxIHRkZidzcXOTm5mqqxdR5v16vR1paGmJjY1FRUYEdO3bI4FRMwmuxWBAaGorFixfj888/v+Z4wGUDlaioKNmmRFEU2VVSNMrr1auXLKpzjDxFpioaSTmbb0ZRFGRmZsrZWHU6ndM2BSJBP/bYYxg3bhzuuusuKIqCpUuXyt8V83D4+fnBy8sLHh4eaNeuHcb8P+7+Oz6qMn0fx88500umJJn0Oum9kJBGQhJCQg0EEjok9A4JvZOASCeAShMwCCLSJCpNRYMKdjCiFBUBdfet7qLL7urqWq7fH/O6b89MJoDu9w8/v3m9nhcQJjPnPOd57ucu131ddXVck7906RKio6Nx6tQpPPbYY26jWteN3l5ngGvmQalUstGpra3FkSNH7oqqdzd0Oh0yMjIQFhaGyMhIpgwPDg6GJDlae2NjY9HU1ITFixejqKgIM2bMQGVlJb7//nvs2LED/v7+UKvV6N+/P3r27ImCggL06dPHrfigIAgMZB00aBAbl9WrV8PT0xOffPIJdDoddu7c6dR66GqA5DTk8v/z8vLC9OnTMXnyZP49Dw8PTJkyBfX19RAEgdvlLl++zMDXpqYmbN++HStXrsTEiRORlpaGgIAALFmyBNOmTUNycjL69++P9957z6kdWN6ebTKZoFQqGZNB3So//vgjO06UjTh37hxWrlwJQfitg8D1HuX3RqlaANDpdLh+/TouX74MQXBEpYMGDUJDQwMbU3dr5/Lly+xQ0xoiADkdSiaTCR4eHm26vggTJNd2am/ExsbC09OTD6Tc3Fx23sl4ZmVl4cCBA3j33XdZwuLChQvccSJJEss4CIKA9PR0J6kDQRCwf/9+nDx5EtOnT4fNZkNMTAxGjhzJtkAQHKWj48ePIyEhwS2mRn4vhw8fdhKbnD17NqqrqyEIAkaPHo05c+ZAFEXmeHn//fdhsVjQq1cvzJ49G4Ig4Pnnn2eyR7PZjA8++AA1NTWoqqrCzp07Wfn3l19+wXvvvYedO3eiubkZ+/bta4NJuttwXSskkCi/H7lzRFF2dnY2B1OC4Ijk5fIRv8d20CAMkyiK/LkE9BdFsQ2oU+5wyv9O10sZ9L59+zIh4Zw5c9oEk/K5kAPh5feSkpKCQYMG4dq1azAYDNiyZQtu3ryJn376ibuj5MPVPv+ektXdntHq1ashSRJCQkI4CIqIiMCtW7dw9epVeHp6AnCAT0VRRHV1NZqbm2E0GvHEE0/AYDBgzJgxyMrKwvDhw1lI9fTp0/D19UV0dDTmzp2LH3/8kc9RKq8rlUruPA0MDER4eDift/369cPq1avx66+/8s+I4iEwMBBRUVFMJidfS4sWLUJsbCyysrIYnP7ll19izpw5zBp/8eJFfPPNN/+TP/CndVQAYN26dZg0aRKio6MxY8YMrF69+ndtJH9/fz4sBMERSVBKl5g879y5w2hrSsERwNZut8NutyMkJKRNqkzObaFUKp0MOind0obr1asXioqKUFNTw56qwWBAUlISbt265UToRqNXr144e/YswsLC0LNnTy7B6HQ6REVFsSHXaDTIzMx0qq+SsaDWuODgYD6Y7keXxmQyQaVSYcuWLbh16xb/3MvLC++99x66deuGwsJC5qUhET4qdcjTlhkZGfD09GSPu0+fPvDx8WGl186dO2Pt2rXMcKtSqdCxY0d+FqIowmKxsOH45JNPMGDAACcHgVgr7zU0Go0ToVlVVRWampowY8YMBAUFwWaz3VULSE7LLwgCU3vTpqX3LF682OmgUKvVmDx5MgYPHsycIR999BFqamrQo0cPjsY+/vhjvjZfX19UVVVh9erV2Lx5M1paWvgz1Wo1Bg8ejKysLHTt2pXnhqJ5mn+VSoWgoCDs27cPTz31FPMMSZKEw4cP4+eff3bKkFD5j6JPqu3TOjObzRxFFxUVtSHfysrKQnBwMFQqFbp3747vv/+eD0BJcpBtnTx5sl0wPKXOKQUv1zdyPYSotNbegeA6ALBDJ39e8+bNQ7du3ZzeKy9l3OvgEQQHc+rIkSNRVVXFyt9BQUEoKCjAzJkzUVNTA6vVioSEBKSmpkKhUODxxx/H66+/7nQgurv+5uZmvPfee3zw0zqm5y3HTAUHBzOx1vPPP892wG63Y/jw4XjppZcwdepUiKKI5cuX47PPPsPnn3+OdevWcdt+VFQUunfvzvM7a9YsHDlyxIlsjZxysmPx8fHs/KenpzsFUL6+vqywe+rUKezfvx+C4MjCyZ+fVqvlrBXNA1HeKxQKZn52VdamDiB3+ImwsDDuohEEh9js+vXroVKpMGvWLDQ1NaFbt26sy+QOm6TRaLh0r1QqsXPnTmbTzs7OBuBgUz9y5AhOnToFQRC4dC8IDod+5syZTutOr9ezYybfA35+fpAkB/+Ih4cHbDYbgoKCUFpaymU3f39/rFmzhvcmfYer7Q8LC0NFRQUDa6mcKwiOUljnzp0xa9YsNDc3MwMzDaPRiOHDhyMsLAyvvPJKm/mW/5vmNjIyEtXV1Zg4cSKsVitsNptTGctgMODll1/+w77An9pR6du3L8xmMxMYEWpeviizs7P5ASkUDg0dQvz37dsXWq0W77zzDgRBYLAoTfj06dPZKOr1ehw7dgwKhQL5+fnIz8+H2Wzmdj55pEsGlVLZxNjqulkMBgNGjhzJv/vhhx9yRGqz2TB48GB2cGgBt2cQaRMRZsHT0xOxsbHo1KkTLwgCqboOk8nEqstarRY+Pj44ceIEz0V5eTlu3ryJVatWISoqCuHh4aitrUVAQACzefr7+6O4uBhFRUWc6SE6aFEUuRxDjoooioiJiUFsbCxee+01NqgFBQVOi/2PRikajQYGgwGTJ09GcHAwGhoaOJqlg5eAYaIoculq6tSpTngaMrYExhZF0W15UD4IsCuPEEVRZE4KIoSS/w51dJAY3bZt23Dx4kX4+/tDqVSiW7du3P4piiJmzpzJjkdqaiqLutG9U6ug/NB1bVM3GAxITExETU0NMjIyuKMkKioKZrOZ141Go0F2djYkSUJpaSmXCyMiIqBUKhmUGBMT4xTN0nOn7qDz58/Dx8cHffr0gdFoRHZ2Nry8vLB27Vp06dLFiazMZDJh06ZNjMm41/MmiQPqpNBoNExPbzAYUFNTg06dOjFIMT09nVuwyfjTGrRarejdu7fTvrrfERUVhbVr17JxJ10dd++lwCAgIABarfauTNQ+Pj5O4FhyyAYNGoSnn34aZrOZgfW0tnx8fPjAs9vtGDNmDJqbm5GXl4f8/HxYrVbY7XYnu0KquvKDk8oXy5YtY4ySIPzGEUNYBLkTX1BQwJkks9mMHTt28LOg91D2e+LEiVCpVBgyZAjzndzvkJcfTp8+DZ1Ox3MzY8YMxlwcOHDA6fv9/Pzg4+PjFGDK54HkGwgoLwe6ymEE1KIdExODgQMHoq6ujtfdQw89hM8++4xtqjv8o4eHh5MzevLkSdTV1d2Vv4gcpPuZn65du7plHZfjA+/FxUMjOzubqSu0Wi02bNiAwYMHQ6Fw6CvFx8ezLXX9Xb1ez1QNBoMBq1atYrxRx44dsXDhQuTm5v5hX+BP5ajU1dXh3//+N/89Pj6eR1RUFD88qht27tyZF42fnx90Oh327t2LxMREJk8zm82sH+Pt7c0PjEiYqFOI8C+0KeTDdREMGzaMWwTVajULDQqCg6MiKSmJ63rLli1jj/rll19Ga2srf3+XLl3Qu3dvFtmrqqpCWFgY1q1bB4PBgH/84x/461//yhEMOVdE3Pbcc8/By8uLo1PSUqHat3zhyyW7AwIC4OHhwdFxUFAQAKCqqup3pTiJdVUQBOYlkCSJu4+mTZsGnU7nlJWhqInKJiqVCunp6dBoNKitrWVOE0FwZILa09ag5+JO7di1Fi0va9Cf7lg/qVx4r/smYJ9KpeJ7lZcaJUniDU8OAF3rwoULsX79eqjVau5oEUWRdYpc70X+M5q/oUOH8rqvrq7m50ZZK0rzKpVKHDp0CDabDeHh4cx10rNnTyiVSsTFxSE5ORk6nY7nxWg0wmQyMabHFX8gCI5M1JAhQ9qAbd2tG9cIzHX9UGcLgYDp/4j/hg6QqKgoiKKIHj16YMuWLW7T+8Qh4U5dnICsgiDg2LFjzIXSqVMnqNVqPvBF0cFZlJ6ezg7arl27sGvXLn4u7e0Rskv0/1lZWcx5Ic8yyu0KZWblXDN0He2V7+425Nfl6enJelOhoaHw9fWFRqNhigRPT08UFxejtLQUkuQQ0aTom1i6fXx8WOzObrdDp9PBarWiubkZDz74INu5FStWsB0gfh95BlCv1zMvDHVb6XQ6xMfHIykpiUUjlyxZgpdffhlr165Ffn4+lxv0ej1u3LjBbfJqtZodF0mSsHjxYuj1epSWlsLf3x+HDx+GSqVqw2LrLlMmf2auoqy0LywWC/Ly8lBYWIiCggK3GUHifaGf0fOTH+xarbZdgVG9Xo/Zs2dj6tSpDAD29fXlBo/7XQOks0VlUvk9k4jrvUa3bt3adZao7d8VNC3XNSKSUrvdDpvNhk8//RQeHh5/2Df4UzkqhYWF+PbbbwEAnTt35hqqHJialJSEgoIC1NfXw9/fn5n3aKHZ7Xbs2bPnvg9bURSRl5eHHj16ICoqCg0NDQgKCsKiRYvwzDPPoLm5GVqtljctLQT6XTmSX6vVIjY2FuHh4e1+v+vPNRoNNBoN1Go1nn32WWzcuBFJSUkwGAxcLzSZTFyaCA4O5hZXeRmCNgUt6KCgIK7xUi2UnIoxY8ZgxowZ7KiQwdTpdEhMTIRSqeQymyAIzLwqp4Mmmn4yBCUlJextEwnQ1KlT4evriy1btvBnWa1Wp/lbvHgxXnzxRQYCL1++HJIkYcKECaivr2f+F7PZjN69e/M9URcC0ZnHxsYiNjYWCoXCKd1LLXHTpk1rY1hoWCwWNDc3Q5IktzT2cuE7URQ5GqdN6e65UhQzceJEBAQEMGmXvAWU3kt4j6KiIgwfPhwKhYO9dtasWdBqtTh69ChOnjzpZFQDAgIgSRI6d+7MpGj3u+bvhvmRzy39nX6HDFRJScldMVBKpfKuXSvdu3fn7I877JLRaMRPP/3klN6+2x5yN4YOHYrAwEDuxvPz80NUVBSLXxK4ceXKlUwISBwbvyfLd/jwYQQEBGDo0KEIDg5mjSHCDwHg7rKLFy/CZrNxxspoNGLmzJmwWq04efIkG3q5TpdCoWC2TyobKpVKlrugPSdJv0lwCIIDdPrPf/4TCoUCQ4cOxfDhw3mu+/Xr54SDcQWfDhs2DBs2bIDZbIbRaIROp8P69evve04EQWiXQ+h+xt69e7F3717O6JBTIz8YO3To4NTpKe9Aoa5QeQZLoVCgQ4cObQIUuS2aMWMGBgwYwHZuwIABmDx5MpRKJSIiItC3b1+cPn0ae/fuRUFBAXQ6nZMNlt8vPQe5g0x7XV4WSkpKYg4WjUaDU6dOYeTIkUxt8NJLLzEPC+2XlJQUBokTMZ8gCPwzpVKJgIAAJ02iefPmQRAcwTKVcSnjFxwcjEceeQRPP/00Z27lTkpBQQFsNhv27dvHnFHdu3dnKMK5c+ecssh0rTqdDps3b4ZOp8MHH3wAi8Xyh32DP5WjcrfXt99+C4vFgi5dutxVU+Zug7y+fv36Ye/evQzcnDx5spMoGTkP1OmjUqnQpUsXtyA314VKTIvEieD60O8n1SyPRO4HUyIIAmeN5PfqzuD+nowJXfu//vUvBoHS8PDwwObNm+/JH+Oa3QCAX3/9tc0hRJEafV7fvn3vy9CNGzcO0dHRaG5uZtCZ/Pe8vb3x888/c/o5KCgIZWVl0Gq1mDBhAkTRAaoePXo0JEnCwYMHGf3+RwnsjEYj4uLiuDtDPqZMmYKuXbti/vz5qKioYActNDTULcOw63AVESMg8e/ZA/KsEgEJKcpWKBSIjo7mUl5qaioGDhzI+Cp/f3/4+PgwHw+Vgtx1WxgMBuTm5jJ9fVJSEpRKJQoKClhjiQ4TMoB06N4LT9VeFkepVOL8+fOoqqpCfX09l38F4Tc8QHvz5RpB0l6R70PX721vLykUCnz88cc4dOgQv6e8vJybA+g6TCYTPD09YTab7yubV1hYCIvFwmKIdF/0d4qgd+3ahW+++QaSJGHHjh1O7LgKhQKXLl3C66+/juTk5Hazd/c73F27Uqlkh9h1vqm0QYOc4vu1Tfd6j7ssuCg6Oi4/+eQTCIKAN998E0OGDHHa41FRUU5dPrQeXcHIBDQnBmmTyYTJkycz6DswMBDLly+/K/1BcnIyXn/9dYSFhbGGGn2nfJ127ty5TZnIz8+PszfyTiVSMRYER4OHvDT86KOPQhRFzJ8/nx05Wqdk4wHgwIEDTm3odrsdv/zyC1auXImOHTsiPz+fQf90vXq9HrGxsZwJpzbokJAQPPfcc4iIiMCuXbsY0/NHXn9KR+Wnn37izXTo0CF06dKFU2hULqCHEBAQgIqKCmZJjY6Ohp+fHwwGA/R6Paqrq6HVavHkk0/ikUcecVoIrouHVFvj4uKg0+nw6KOPoqmpCY2NjZwloVY0+h1SXhUEB8Dwxx9/REREBB5++GEub0yaNAlpaWmc6r/bwUKGn6IISr2TAVer1bBYLJgwYQJSUlKgUqkwduxYrklKkkM9taysjOurXl5eSE1NZX4ALy8vTJ06FTdv3sTWrVvh7e0NhULBzkhGRgb//dFHHwUAPPPMM5w1SktL43olOWdZWVkYPHgwpk6diqCgIE4dU6ktIiICHTp0QKdOnRjbIY8aFyxYwClVURTh5eXFujZGoxHvvvsuDh06hA0bNrRJwbum48+fP48333zTaU7JeRk5ciR+/PFH1NbWcivt5MmTUV5ejtmzZ+Oxxx6DJEnIzc11ivaLi4uRk5MDQRCY/VcQBDz22GNoaWnB8OHDYbPZYDKZMG3aNDbUPXv2RGlpKVJTU+Hl5cUO8Y0bN1BfX8+tzCqVCj179mTAa1VVFXQ6HWw2Gx9K8gNXEBzZKTpc5QRLNpuNMzNZWVlO2lDyQeRZer0eK1asYCNLz0Ru5Ilwjw5sAqATRmHUqFGYP38+li9fjqSkJCQnJ+PixYv44YcfYDAYkJGRgdTUVIiiiJKSEiQnJ2Px4sWcCczLy4NC8ZsAolKpZEyExWJBx44deb2RASdHiPY0KQl7e3tDr9dj4sSJkCQH949CoUDfvn35MIqLi0NAQACmTJmCpKQkaLVapxbd9oZCoUBOTg7q6+uduD3uRh5Ja7A9pdq72QL571BmlL5TnjGg5/vBBx+w40hz2blzZ2bZLiwshN1ux3vvvQcAuHbtGkTRoXpMmCWj0cjMo/fjNMhtKWGDvL29UVBQgAceeAAAsGLFCkiShMuXL3N5X/6yWCywWq285yiDJA8gCbNVU1OD1NRU2O125rUxmUycTaZros+iLGtWVhb27NkDSZLw8ssvY+bMmVx6zMvLQ3Z2Nu9bAg+7Oq9lZWUIDAxEcXEx7HY7Ll68iC1btsDb25sZzol+QO5EUJB79OhRtjnJycmYPHkyVqxY4YRBo+dLdobWPH0W8cD4+fnhn//8JwYPHozs7Gz07dsXlZWVbc6YvLw8REVF8bkXGhrKWEl6X3JyMrp06YL09HTExcXxnhowYABOnjyJvn378llEz9ud4rjRaERRURGGDBmCt956CxMnTsSIESPQ1NSEY8eO/WGf4E/pqACA3W7HnDlzGDtCLbI0IUQ6QwaUanpr167FmDFjoFKpMGLECI4UDx48yB4faem4OitUxlCr1Th//jxycnL4embMmAFfX19MnjyZ066u4NfIyEh89NFH0Gq1qK2t5ZSdJEkYNmwYX798EY0fPx537ty5q5ETRdGJkphangHgueeeQ1lZGZ555hknqXer1drGIZPXvLOzs3Hr1i0kJiaiY8eOSE9Px0cffQRJcrCtXr58GQqFAmvWrEFtbe19GS356Ny5M/R6PW/2zp07uwUd0vVZLJZ2ORcoAiBiuSeffBLNzc3o1asXKioqkJyczIMo7ul6IyMjUVxczO3jxNYrJ96bMmUKt3cTv0jfvn1x7do17Nq1i5WbCcCr0WhQWVkJSZIwefJk1u+YOnWqU2rX398fmZmZTOR39OhRNDU1QafTsS6PHLND901pbCqBAIDVakVMTAwSExPZaf3666/x6quvQqfTISwsDOPHj2cCNXr+586dg0qlQv/+/bF//36oVCq0trbCarVyJ0lQUBAqKiogSRLPm1ytmkqbwcHB6NixI4OY5fxA9KerE05Od3p6OoMKU1JSkJGRwQ64a9eNfOj1enTo0IHxSvPnz3f7PrlD195BSntx/fr17PSTg0NZATmW6X5Uf+U/I7yJvO3b3fuoZV0+Vzk5OThw4ACz75L44pdffskHXX19PcaNG8efExMTwzaFuGbknV0LFixwsjd0+FI5wmw2o7m5GWq1mpsHBMFRQrh+/TpMJhNCQ0MREBDAto66KCmYCAoK4m6XV155BTdv3uQAyWAw8N6KiIjgQEehUCAkJAT5+fmoqKhARUUF2zZ/f3+Ul5fDarVi0KBBvF8p87Nhwwb8/PPPOH78OFasWIFTp05x2YRwR+Xl5ezA0CFfW1vLDLFUPiNHjw7Q1atX81nz4osvYvjw4SgrK8Nbb73F8022KCgoCFqtFvv374fdbkdjYyOzf5ONlTdX3A0c627fUMfmvbJHRUVF6NWrFxYsWICAgAD+HtqzHh4ejEkkR4IyP1Ri7NOnzz2/JzMzE4MHD2aRT9dAU6/Xc2BN7fGEe3rllVf+Z3/gT+uo7N69GwaDATt27GAF0unTp0Ov1yMjIwOxsbFcT87IyODoQaVSwW63o7S0FAEBAVi0aBGUSmexPaVSyRMuSQ6dA9cyg1KphKenJ8aMGYOEhARoNBqUl5dj9erVKCkp4c8gQ9C1a9f7SltSurxHjx5M5NTQ0IBHH30UM2fO5JqffOzevRunT5/GlStXcPz4cW5nzcjIYCCkfOFQ/V2eJZE7SVQCIyeP5mDbtm1tIkP6f0FwJv6i7yIircjISJjNZuzcuZOBj4LgSKd6eHggMDAQNpuNjQkpqJK4JKUTyZlyBbXd7SAj4yHHluh0Oq7p03s9PDy4TZsUuam8QTioqKgoPkSIDZlAfXTI0OeR0ZNjCtwZl/T0dFy4cAGAAyQuSQ6p+pkzZ2L//v3MNRIREcFSCYLgABPn5OSgsLCQHW55R1J8fDyDXwXBEYHRgSJ38lJTU1FWVuY2Be9uTikapIM9LS2NgdPPPvssXnjhBeTk5MBgMGDdunXMRrp582ZUVVXBz88Per0e8fHxTmXa++k8oJGamoq0tDTcvn3bSaFYvu6sVis/S8KDbN++HR4eHqwIq1ar+SCk1DVd04gRIzBhwgSnYTAY0LVrV3Tp0gUNDQ0QRUebLvGoJCQkYMmSJRAEB7kV4bU8PDywYMECjB8/ntPhgiAwYd2jjz6KCRMmICQkBEqlEpmZmZg5cyaGDRvGcgrENUHOsuszosyB3PkgAkjaq1ROkz9DuV0g0LBckdwVb0RtsqLoIESjDIAgOBx/ogO4du0avv76a8Z+5OTkcNZMfs2uz446bQTB0f2Vnp6OWbNmoaGhAQqFAhEREczwHR4e7qQYTplW+jwCdT7wwAOM0XCVHrjb0Gg0vHZmz57Nc0glH3kZ5F5Dft8EEP+9ZbSamhq0tLTg+vXrTuBTeVmYsiz0ncQkLooiwsPDodVq0bVrV7zwwgtYtWoV2xtBEDgLL4oiK127dpPRcyYRVrmjT5mqSZMmtSE5DQsLg8ViQUhICHMx0e8FBgaitbX1D/sDf1pHhdJ48sM0JiaGPcT7XTi0Yd2Rpw0bNgyzZ89GamoqAgICuGRE/9+pUyc+mHx9fTn1KP+M8PBwLFy4kKPSMWPGOFEii6LI9WFJkvD8889Do9G0Ic9prz7r+jN3uAnXtugOHTpAo9Fg+fLlMJlM/H3u5kihUGD06NGsV2Oz2eDr63tfGZTw8HB2FIgAbe3atYiMjITBYEBQUBBSU1PbsCzS392VwPR6PXeibN++HSkpKdwNce7cOQAOjgij0YisrCyuFffu3RsDBgyAj48PFixY4PQcPTw8EBcXB5vNxlkTepFqdl1dHYYPH87XRGU7hcJBOhgSEoKIiAioVKp2I+a7DXpRFNfe877fQQZVnhaOjo7G4MGD2+B/XOc5NzcX/v7+ToJ58vekpaVxV1NpaSnsdjumT58OSZLcYpJc7+XkyZM4cuQI7HY7/P39GaDs7e0NrVaLoKAg9O7dG4888gg0Gg1KSkrg6emJ7OxsxnZRIEHaNvLspfzvRqMRBoMBzc3NGDZsGGdVXOf2q6++wubNm+9rXuVt94Lg0HNZvHgx2yM5p4nrd9Hft23bhsjISFy9ehVarZaff2JiIh577DEu+wnCbyR+/v7+nJK/1ygrK0NBQYGT8yeKDu4bWpvdu3fHJ598gldffdXttRqNRhQXF7PjRcHC6NGjWYaCMhOU+ZMfXMHBwRy87NixA7W1tejcuTMkSeLsKb3XnYIvdTPS2iOiRMreyckc5YSK9zOolNi/f39UV1djxIgROHnyJFpaWhgKIC+ntLcXXXGC/v7+7NhRadbd3N7PGD9+PGbOnAmlUolJkybBZrOha9eumDNnDjp37gwPDw/MmTMHc+bMQWtrK4YPH46kpCReS4LgKHMDwKZNm5Cbm4uMjAwsWrQI4eHhuH79OrRaLbp3787ZPj8/P7ZpZ86c4a5XQRC4g1EQBEyYMAFnz57F5MmT2dakp6fDy8sL48aN40aPr776CqmpqVi0aBHbnZCQEIwfPx7z5s2D2WzG6dOnMXr0aHTt2vUP+wN/Wkdl6dKlsFgsGDduHEuGp6ensyHW6/Xw9fXlFFxQUBCqq6sRFxeHw4cPQ61WIzU1FS+++CLrAtXX1zMIKTMzE0uXLsXBgwd5Y9DhRrXquy08+UElz6wQAJdKS3TYiaKIzZs3A3AcjgEBAfjss8+4Hvriiy/y5xABEWVqKPovKSnBgw8+yPiV+90QdB99+vRplzSvvXsdO3Yshg8fDpPJhIKCAqZhLi0txaOPPsqOG7UAFxQUYO7cuVxuMBgMTLJ0v9crSRLCw8MxZswYJ6c0PDwcaWlpbJwtFgsWLlwIrVbL6UulUonPPvuMQYc+Pj4oLCxEdnY2p6tDQkKYuVGSfmPpDAsLg81mY5FCmhfiA+nYsSPUarUTQNK180oURWZglSSJ8VTLly9nwHOXLl3w73//Gz/88ANr+9AakRtP+tx169YhOTmZnQQ/Pz82CnIpeGLaDQ4OZrp2us6wsDD+/QMHDsDDw4NbOQVBaPN8VCoVrzF3UbF8EI9De+tJkiQudygUCthsNjz11FNYtWoVgoODnWj1RVHEgw8+iIKCAqfAgTJ9riRv8mE0GtnBTkpK4sPVZDKhQ4cO7GCIosi1fEqxG41GTJ8+Hampqaiurr7vQ0fe7kldZ15eXlAqlViwYAEmT56MrKwsWK1WfPnll9yt55rBdZ1/4q+h50MOGzn9x48fR2trK1pbW1FbW8sH58MPP4ynn34aarWaeS0oI0Vlru3bt+ODDz7ArVu3UFdXxx1pWVlZHFhQNoPaaYmgkjhhFAoFYmJiUFFRAYPBgBs3brDdDg0NxSOPPMIO36xZszBz5kxs27YNarWaOzoHDBiApqYmiKLYRiCS7GWHDh14L1AGQK/Xw9vbGwMGDHCispf/riRJCA4O5vZnQXAQsQFAYGAgzp075yS0mpiYCC8vLyawk3/W3bKl8jVOfyf5l/Z+R5IcGnLy1un7sY86nQ5du3ZFQ0MDGhoaIAgCS36QrZHbJLq3lJQUPP/887BYLFCr1SyN0NjYeNeAS5IcDPC0Vt966y0uGZKeFd13eHg4MjMzodVqcfXqVYwcORLTpk3DuHHjADiwUP9/2/UzevRo1NfX48cff0RRUVGbiXSlUqYFShmEhQsXIj09nfvp72V86PflqVBPT08EBgbi9ddfZ4NJJGi0KFasWMFg36amJqxfvx6//vor/v3vf+PkyZOYM2cOb4qEhAQmC6O0rSvrI1HhEwCL6n+ZmZkoKSmBVquFyWTCunXrOOogoCctMMogUM1apVLh5Zdfht1uR11dHbKystC7d29ERUXhwIEDePHFF2G1WlmbhDaCt7c3Y4UIBxQTE4Nhw4Y5RfMERBMER6aK2nMJwGswGJwi0QkTJnDqXP4M7iYtIHcAvb29kZ6eflcmWXJMNm3ahKFDh0IQHGUY6i6KiYlh0GZAQAAD8mJjY5GRkcFpTiJf8/LygkajwcGDB5lzgvBKJLlOZbXx48cz1bpCoWAlbGLpfffdd5mrRKvVwmKxMHiODgF59oXmicpRtJbNZjPX7728vPgArqysREhICJcX/f398fDDD0MQHKVGi8XC3QaiKGLWrFlseERRRNeuXVFbW8vRrEKhwEMPPeRk3Oj/6LlTyYAOD0Fw8L4Q0J3uhQxqYWEhA1/ljLp+fn4AgJUrV3Lmh54pkS1GRkbel3En51Wehl++fDlefPFFNv6CILBER0hICKxWK7y9vfkgccWSUDv4/Qw6cOvr652ib8oKUZmCnHtaL5Ik4fjx43cF6dJ80d9pDVGkfOHChXvaPPnnkzN5L2AwOQFkZy0WCz788EMAYCqDgIAALhe98cYbsFqt+OKLLyAIDsfx6tWrsNlsWL16NXd42Ww25s2h75Oz8JJDQ9d39uxZJ6biez0Lb29vTJs2DVlZWQgKCuLyjCQ5WrsNBgO6deuGJUuWMC5ILvAZHh6OoKAgmM1mLFy4kB30iIgIREREOH2Xh4cHM46ThIter8fYsWPRuXNnzqjT3unatStKSkp4XZCtIEJFelZ0LTQHcttAc0QlcFcurbvNE2HvSM6jpKQEt2/fhl6v52skkO295vn48ePcPXjw4EEAwNWrV///h0cFcCiwTpo0CQEBAfD29kZVVRWOHTuG27dvo0+fPtDpdCgsLOQyDHGpLFiwAFeuXMGmTZt4gRsMBt78pPQrSQ4yLnebkFok2zMKcsMnjwJ37drFhwHgiNK/+uorvPXWW5g9ezYGDhyIuLg4qFQqhISEQBSdicUSEhJYyVOj0fBc/Prrr048CkSQRYj8zMxMXsT328Ysfx9xJMj/3105xp3ht9vtqKiogI+Pj1MXDI2SkhL07NnT7RwHBwcjJCQEgYGBUKlUbCQIZU7v7dChg1OrtiD8xr5K1PxkyCIjI92Wq0RRZGVcV8PsbtwPjiIhIYGj9WeffZY7oO5n/kl7Qw64oxZNcpCHDx+OlpYW7Nu3D5GRkfD392ejExcXh+bmZkyZMgU6nQ75+fnYs2cPioqKkJWV5cSdsHTpUp43s9nM9PVEmiVf0/J56dSpE4YOHerUNkltiWlpaZg3bx4OHjyI4cOHO81bVlYWdw3RIOG+ew3ao/Q8iWyNDgLCH+Tl5UGpVLITT/NntVrRqVMnKJVKjB07FkuXLkVNTQ26du3qtDaVSiWWLl3KZRc5JUF7htxgMODhhx9mUjL6uXzOlEol0tPT0a1bN4iiiOLiYmRkZPAapo6m2NhYFBcXY9myZXw/JpMJJSUlnO3NycmBKDpE7dzxzLiO+Pj4u0bGSqXynkrhVqsV0dHRLHwqCI7gY86cOXj77bfxzDPPYMyYMaiuroZOp8Pq1av5emke5XbVbrfjiSeegCAIqK+vd8peULAjCI5o/6GHHsK3337LGBXCPonib0R/8vuLj4+Hp6cnduzYwQDv/fv3O2VVzGbz71baJofFx8eHnW15V57rer3bZ8nPh/sdRDxqNBqRkpLCAWpKSgrGjh3rlFFztdsqlQoVFRUoKipCYmIiOnToAJVKxYHUvHnzYLPZcOzYMRw6dKiN3hXhcYjp/X4HcZvRmiFiP8J4ytue09LS/rBf8KdzVGbNmsWeJzH0CYLAmYiIiAhm8SSCNQIRBgUFcS+5RqPhrhMyRhQpyRdQfHw8L8qYmBio1WqEhYXxd+zdu5dR+IRkN5lMTJwjCAIWLVrEbYvnzp3j9LVKpUJxcTFUKhU6dOjQpktIkiRERkZy+l8QHCWU8+fP48KFC/j666+dSJ5EUUR9fT3MZjMiIiL4XkRRdEprWywW6PV65OfnY9CgQRg8eDAGDx6M1NRUmEwmBmSOGzcOo0ePdsIpjB8/HsnJyfD09GTniTqsaLNOnDiRvfewsDAMHjwYTz75pFM9WRAE7Nu3j8Gz9zK0aWlpEEWR379w4UJWCqUNR22tQUFB2LZtG4xGI2bNmgW1Wo33338f27Ztg8FgQPfu3Z06NogKnuaHDmm1Ws3G1Gw2w2QyYezYsZAkh3pqSkoKpk2bhq5duyIvL48P4fs1QAkJCTh8+DBEUcQnn3wChULBYmjz5s2DJEl8AMvXRMeOHX83BobAo7T2dTodDh06hM6dO/M61Wg0XNKiERUVhZycnDbfR0Ba+Zqtq6tjMsW7zYGfnx9nI7Kzs7n0QBog9PnyKJT4KOQHAV1TYGAgzz3ta/p+AkRTF09ZWRnbEoPBgNbWVsYx+fr6tmErdVdqE4TfeF3i4uLQu3dvp0wf2ZPS0lIIgsClttdeew0jRoxAQkICAIdo5I0bN/j3iouLUVZWxmyjBoPBSd9GFEV2vuXRtrvSgdFoRGBgIEaMGMFK5/I5ob+Tk0S4oOrqakiS5IQZyc/Pxz/+8Q8mFfTx8XFSRl6yZAk2btzopChOYOY/yjUkCI6sH72IaE2pVCI7O5ttEJX1Sf+LmHa1Wi0eeughrFmzhsG29+M8UDedRqNh8j1BcAQ63bt3ZyB/bm4uVCoVysvLGS9pMplgtVpRWlqKhIQECILAAZbNZuMMMpX2PDw8+DtJRd3Hx4fJ0QYPHow5c+ZAEARWq6ZSd3h4OMLCwhAQEICAgAD4+Phg3LhxaG1thVarhc1mgyRJKCkpwZo1azB+/HisXr0ara2t7ODW1dXhgQce4D3p7e2NgQMHYtOmTVi5ciVLYpDMRk1NDVJSUpCWlsZK4EFBQWyjli5dylIJchvhLril+6W90NjYyFQXf+T1p3NU7HY7nnzySQCOzh/SCxg+fDhUKhUmTZp03/gMao9SqVSYNm0avLy8sGjRIhbFI+PWrVs3FvvLzs5mPRpa3BaLhds+TSZTG4fjjww6/O/3/Xq9HoWFhazITGArlUrFC4Dee+jQITz++OPo3r07z+uRI0eg0Wjw3HPPITw8HGq1GhkZGdi+fTt0Oh2io6PZGxZFh2rn5cuX8cILL2Dy5MkQRRFffPEFOnfujClTpvAh89RTT+G///0vJk2axClxLy8vqFQqfPPNN6iuroZer3eK6EhXRx6BUV14yJAhEAQHo6xrlsjdfC1btgyxsbHcmaVWq3H16lXOzGi1WgwZMsSpRZO0mfR6Pa5fvw5BcKSFNRoNLl++DFEUuRPgp59+wgsvvICMjAxeL2azmeUKSHuGuDrkUQylZV03s2u58n7Wgb+/P/R6PZYsWYLMzEw0NDRwtB0WFoaZM2di/fr1bSjD7/X548eP5+zFvbJp7oa8/He3QSJuBE58++23mSOEypeDBw92+jyaT+oKc/0epVKJnJycNs6wu/slXMCGDRuwadMmWK1WZs2kz924cSOmTZvGOAj6PeJkon2YlpaGkJAQJvSzWq2cXbBYLNixYwdaW1uRkZGBjRs3suNZVlbGQpR3O+DbA3f6+fkhJycHBQUFOHToEF5++WUuf/bv399JmVo+78SZ8u9//5sDJ3LQqUSbk5PD3R9Tp051yvgRgZckSQzWpa6a69ev4+eff2aMmrwMKM+uuZYiBEHgQ5GyjP7+/swHRI6t3W5H165d0a1bN/To0QMmk4nFMwnb5TpPGo2G23Z79eqFmTNnsiYTaXvV1dUhJSWFs5kpKSlOmCia/4KCAvTu3ZudR3lpk4IdOa9Xe0P+PKkLxh1PCw2j0dim3b69ParRaLBo0SIYDAYOtkXRwYnkjkFaXjKk69Hr9XjnnXcY99Ta2gq1Wo1Lly7hv//9L6qrq3H9+nV8+eWXTqVPV/uiUqkwf/58lJaW8hn7/8XrT+eoqFQqfPHFFwCA6OhovPTSS1CpVEhISEBgYCBKS0tZgn3kyJG4dOkSpk2bxqmvmzdv4rPPPsOVK1cYke7h4YGrV6+isbGRjU1ZWRni4uI4cnKlTZdHUPKDRt6KSoJytAkJFyJ/iN27d4dOp0NFRQXy8vKQkpICDw8P9OnTB1arlQW9Ro4cyVEkRX10uBuNRuTl5SE6OppLJs3NzTh27BhUKhV69+6Nr776ir+3sbERM2bMgFqtxtdff42VK1fy/cj1ROTsgnfbZASoe+CBBzBkyBA+5Ona2nMc73aATZkyhQUh5URb8kiQ2oQpU+P6PUQjT++jw4KcSkEQOHqlUgERM1GnxXvvvcfvNRgMeO655yAIDiK3559/nqMO+aakNlOFQoG3334bKpUKe/bscfreex3eSqUSW7duxcyZM9nw0//RuhJFkaUJvL29kZOTg5CQEKjVaqxZswbLli2DRqPh1r/W1laO2pKSkhggKK8xp6amcvmEovba2lqMGDECDzzwwH07z6Qqm56ezqWvtLQ0J5IqQXCAFF988UX06tWLHVbKmMpxK+7+lI/7waNERETAaDRixIgRmDp1KkwmE68fwl+sX78ezc3NiIuLQ3h4OJ5++mmIoohjx445ddy0Nw95eXno3bs3unbt2i6TrTvnkLLB69atQ3BwMGOH7mf/CYLALKgDBgxAVVUVjEYjlixZwqRbSqWSu3d0Oh3MZjM7/yaTCXa7HT4+PvDy8oLFYkHXrl0ZH0XfQaRrHh4emDJlCmNCrFYr7ty5w2WJuLg4lJSUwGg04vr16+jXrx878B06dEBaWhp++eUXnDx5EpMmTYIoOkQ26+vrUV9fz/u1Y8eO3Np98eJFnDx5EkuWLGFb1Z6TLYoODBUxKBNext28kcNDn7l8+XLo9Xp2ylxHRUVFm7XY3l5++umn0bNnT84eWCwWeHt7M3Cf3jd8+HAUFhZCo9EwZ0uvXr0gCI7ATK6RIwgObhSlUonx48djzJgxLHg4atQoPicEQXDLG5SQkIBu3bpBkiSkpKTwZyqVSgQGBjJJYXBw8H0H/ER/P3nyZCQmJiIoKAhWqxVbt27F6tWrMWLECCesIM0DdfzcuXOHeWb+6OtP56hIkoPICgA0Gg2nTuUP3nXxiqLIzH7UdSP3Fu9mCDQaDdLT03nDb9q0CZ9//jl8fX1RWVnJC5UO0+DgYOzbt4898VmzZsFutyMwMJDZKumzfX19cfHiRXh5eTHI13XRZ2dn47vvvsOvv/6KuXPnOm3OwMBAjBo1illAIyMjuQYvF8ASRdFt54V8yIGZdIh07NiR6+4UFciBknIjptPpGGgnir9p/LhGCoLgAElSCUoUHWrEhP0QRRELFizAvn37nL7P3ZDPFZW55O+XH4jtHWTtpSbbG67sr+6GnFtm3rx5CAgIgM1mg8ViQWNjI0dfH330EY4ePQovLy/89a9/RVBQEPML1NfXAwBrVw0ePJjXKmWVfu+Q09kTPwuJqanVakycOJFT2nJKeEqbE6Bx+vTpLGkAOLoTKisrGXwoCA4HJDAwELt373YS83S9pqSkJJjNZidZe3fG1d39dOzYESUlJTCZTAwwbmlpYaVcQRCYoIui6/79+7Mt+SNzKN9Trnbi92IO2vssd+9x/TcdpFRa0Ol0bfA/cp6g3r17O+HVIiMj2+wt+ffQGpbjRu63jLN37174+/vDaDRi9OjRjPehgE2n0+E///kP+vXrx4rQ8+bNw4IFC/Dggw8yRxIdtHPmzAEAJ32x9gZleK5fv46nnnoKsbGxUKvVmD59OlJSUiCKIoYNG4b6+no0NTVh+fLlPGw2m1vSScINiqKImpoaqFQqFBQUIDExEefPn4fBYEB1dTUSExM5g9K3b18oFAoUFxdDqVRi2rRp7OjSWUENDq74PXqm7uguQkJCAAALFy7kDLGvry90Oh0DvF2zOPTckpOT4e/vz06ZQqHg4Jxsp6tDR+dCZmYmamtrmRdKvk8pm19WVsZrSO7ktOdM0t8lScJjjz2GwsLCP+wX/OkcFVF08I5UVFRAp9MhOzsbCoUCGRkZyM/Ph0Kh4MkdOHAg8vPznbpmwsLCnEozvXv35lZRQRAYp5GdnY0hQ4YwAyIh7wnwY7Va8cknn+DMmTMwGAyYNWuW02YRBEdEv2bNGgwaNAiiKGLs2LGYO3cuL5LMzExekHQweHt7w9fXlz1qiky7du3KLadjxoyBWq3Giy++yOAmg8HAXTJyISr5cAWKUv2bOBpiYmLQp08fVnSVG625c+dCq9U6tebdayHW19fjxRdfhEKhwOuvv85dMdeuXYMgCNi+ffvvNux06OzduxctLS1oamqCh4cHrFYrRo8ejZ07d0Kj0TAmhzaPWq3GwoULYbVanZDyoaGhMJlM8PPzg1arbTeSIuc2MjKSCc7I6Lty0MgzJ9S66TpXer0eP/30Ez799FMYDAYADmHE+Ph4/Oc//+H1rtfrcfXqVdy5cwcKhQJ9+vRhwKL8Owm/sWzZMvTu3RtxcXFt0rpUQhGE35StN23a5MQIazQanUQW5UbM3bOWZwgIk1BeXn7XQ01O0JaZmQmlUsls0eHh4ejYsSNmz57N+4iUt+WlA3drwp2Tc/r0aezYscMJZxUcHMxibiEhIVixYgUAsPNlMBgwcuRImM1mbN261anThJSn4+PjMWLECGzevBlvvPEGRo0a5fS9RqPRaV1ERUWxMGZsbCxaW1tx8uRJnDx5Evv374cgONrCo6Ki4Ovri3nz5nEmjgDQdI9EVU7dUO3Ns4eHB4YPH45+/fqxlAGtb9r7RUVFSE1NRUxMDMaMGYO0tDR06NDBLa8UYRJojdOcuOOOIqfabDbzOiQQKmn43Guvy4nbKGKX/x7ZupCQkDZlnkOHDuHVV191Aou72kGSXXC3buSfRw4FOVoUVBLnkjwwcWcHRVHE+++/jzNnzjg583Liy3sNArivXLkSgKNLxmg0QqvV4sqVK7h+/TpaW1u5vCd3uOj6H3/8cYiiyOzFKpWK8Yh2ux1qtRopKSlQq9Xw8PBAdnY28vPzIYoiVq9ezfaI5mzv3r1OFAfytT5kyBCkpaVx2djVIacAaP/+/WhpacGlS5fg5eX1h/2CP52jQqCempoaJCYmQq/Xo1OnTigvL8ewYcN+Nz5k6dKl+OCDDyCKImw2Gw4ePAiNRoOPPvoIAPDSSy9xJ8q1a9e466a2thYrVqzA8ePHIUkSg5z8/Pw4EiAWvt9zPVSLp41FeA69Xu/EoyIIDieGFpq8FDJ69GioVCo2lOTI0fvIiBGlPtWTP/vsM5ZKp+yNJEnIyMjA+++/7+RxFxYWssEkZ4EAswaDAa+88gq+//57rnX36dOHN9bevXshiiI2bdrUhh9ETvMtCI5omiIQIndTKpWMEbl+/Tqn7W/evAnAsZncZXSKi4uh0+nw4YcfcmqdyI2IEj4hIQERERGQJInbxs+cOQMATqlsAqFpNBrcvHnTyVDJBSddI1d594g8ak1LS4PdbufSXkBAAHfV9O/fHzabjXEMoii2KQ3IMz2hoaFOjgw985KSEj4U6d6Li4v590pLSyFJEl544QUuhyQkJECr1cJgMEAURcTHx7c5mJKSkhAREYG6ujo89thjbbILHh4eWLt2Ldfvly1bxs4bdTB8+OGHDEQnvhfay6mpqSgoKOCOPALs0jXa7XaEh4dzKfR+sEvyA6lTp04AwNe0f/9+Xld0HXV1dRAERxfXnTt3mLqdxuzZs/m7yaEgAKu85u866OdUqzcYDNi6dSsHBE1NTTAajU5geOLbIQCrXq9Hc3OzU3t/YGAgunbtikcffRRBQUFYtmwZlEolY8IqKioYN9WpUydMmzYNRqMR3bp1w3fffQfAERQS1wlltSjLSZE7XVN+fj569+7dxqGVK8UTBQA917Fjx/IzoECS9n5YWBiXDLOzs5GQkOBkS0tKSvDuu+8iJyeH917Pnj25ZNmpU6c2eKz7GXT9xDRMgF35e+j6k5KSeM7p2iIiInDw4EFIkoShQ4cyBi4pKQmxsbFtgpqsrCxu6iCbX1JSAoVCgYCAACiVDsX7vn37csY9KCiIOxipo40oL27evAmbzYZevXpBoXBQ1z/11FMQhN+CtgMHDrTp8srOzmYAO91faWkpZ+Z79erFmnqC4MDm0N4gQDBlTpVKJXx9fbmlOSAgAAaDAc8//zwzwz/33HNsTwGwtMwfff3pHBX569q1a255NdLT05Genu5UxrBYLBwNWK1WXLp0CevWrUN0dDTXw8eNG8fdHQ0NDXj11VeZLMnf3x/h4eFQqVRIT09nVLUoikz1LggO0iEyau68dbPZjGHDhrG2xaRJkzBs2DA2XMnJyYiKimID4S4zQg4DHUqS5KAx9/Pz44dPmRkC1F6/fp3nIjAwEP7+/ujbty9vDJ1OBwCsHTJjxgyOZOQlGJrvrKws5Obmctul1WrFpEmTGLNxt3ZHYoWkMpi7FktRFDF9+nQoFAoneXr6kxD2colzinTo9ysrK2E2m52emU6n401Hm3HQoEGIjIzk67FYLAgODkZrayt8fHyY8ZYQ8EqlkkGHWq2Wa7507X5+fhzRDBkyBD179kRoaCg0Gg22bt3KYMw+ffrA398fQUFBmDx5MgICAtCjRw9eG+7mxN1BK6/bC8JvGTJBELBmzRo2VOvWrXNqO3Yte5IUxaBBg9CpUycYjUb0798fw4YNQ0xMDLRarVPp0lXNWX7wxsXFcdQuZ7T8o+Opp55CUFAQ733CMgiCwNgGmjdaL926dYOvry+XGu/2+YQjEAQBH330EcrKyuDp6Ym6ujr4+voy/wdF0UQJHhISwmrRgiA4Ee+57tmNGzc6afXcvHkTZ8+eRXV1NfLy8tC5c+d2aQTk1y93QsnZjY+PdyqREfiU9ieR/pEyuMFg4O4SIodbunQpBEHAiRMn8O677zqVjHv37t3mmsgm9uvXj58LdX2QHpX8WmntEI0CMQF37dqVaSVSUlIgSRK2b9/O9vrEiRM4e/ZsG4dh/Pjx2LZtG6+77t27swNLeBn6fuIXIpI7ageXfx6BbIcOHcrdpN27d2fbR3jDXbt2wWw2c6lCEATG7Lh2jd5PWdnLy4uzTnQvBB0oLS1FRUUFY97uRvxIwQvxAlEpMC8vj51nukbK5hBFx549exAUFIQbN27giy++gEajcSJPFMXf2KDp388//7xTYoDajun/RVHkbLcgOAIWHx8fJCcnw9fXFxqNhoHcmzZtQnp6+h/2Bf7UjsqAAQMQHR2NtLQ05ObmMknOZ599BsCBYUlNTUVERITbKOt+027EbkuGgYBrVG81m81cLlEoFAwcqqqqYq4Qo9GIzZs34/bt25gyZQqioqKg1+tx584dvPvuu5AkB/04lZlITE+uiUAGeP78+UxAVV9fz4qktDnJUSHvm4wBRS21tbXYtGkTe+m0eNPT053ErmJjY7F+/frfdaB06tQJoihyulqn03F0KI/KXJ8FlQqoZe/TTz/F5cuXoVar0dTUhAEDBrBTqNVqsWDBAowbN46jcIqkKNo3m83/U2ukfJjNZuTm5rJzRZmBoKCge/LTuCtJ0O+T1LpKpeKMGEUYL730Ep544gk8//zzWLt2LdRqNSsBk8Da7t27OZ2elZUFnU6HxsZGVuFWKpWcGaTvud/nuWDBAiiVSqeyh81mQ3R0NPLz86FUKtmIygfgULq9fv06OwgkKeCKgWjvu11BnLRGCJBosVjwzTff8CFts9kwduxYaLVaBkITtkwQfhMT9fPz46AgLi6uzVzRd5PTQZ0g8lZdLy8v2O123LlzB19++SW3tsufMWW4qBRmMpmYJ4R4IwCwYF7Hjh0xePBgJyFCeYaM0u20p1UqFUtu0HofPnw432dxcTGMRiOee+45SJKE5ubmNsrMpLdyP/ZQFEUuKajVajQ2NnI3lJeXF8xmM4KCgvj6yGZ6e3s7lR/lwQsBNkVRxMSJEyGKIoO/qSxOQUdLSwtSU1OZcdb12tztOfp7ey3c8iG/LkmS2pS95Tg3apZITEyEwWBgXi5aGwMHDmyzzuUOhvx7yYmSczNRSc11PcXExGDIkCEYMWKEE/knNYPIGY1prbnuMbmTQ5AJYkUOCQnB9OnTAQCLFy9mnAz9bnp6epuGEnnGkH7m4+MDnU7Hmai1a9eiqakJZrOZO7bkenBGoxGTJk2CwWDgbt4/8vpTOyr+/v5oaWmB3W5Ha2srA2uff/55nDlzhr09Pz8/NhbUikYtgaIooqCggDVvBMGBE3HVyCAMQ05ODjOz0kuurBsTE8PtcYLwW7ZAnqqXb5z2auvJycmwWq0IDAzEBx98gICAAKxduxYWiwW//PILYx8A4M6dO06Glg5oeYr+9wBG2xtyw9arV682fAzytkD6eWJiIv79738z6Eu+qImzZcmSJZg5cyZE0cEdsGzZMpw8eRKdO3dGbm4uz7Nctl4QHGl2T09PVFVV4ZdffsHChQudMAwqleqeIGJ3Q6/XIzc3F1arFb1792YHWJ6hE0URvXr1wpIlS5Cbm+tUO5eDeGnDh4aGYsaMGeyQeHl5cablu+++w5YtWzg7sm/fPsTHx6OyshLfffcdDh48CEFwqNZS+YVely9fhiAIbETkhtxoNMLHx4ezfXJMAzlYdNDL10laWlobDExycjJqamoQHR3NnBDe3t7Q6XSorKxEcXExOnTogEOHDiE9PR2HDx8GAPj6+iIpKYlZoOVgbIqso6KiMGvWLDQ1NWHr1q3Iy8u7K4ZBbhztdjvWr1/PB7E8m9GhQwdYLBZ88sknEAQHHT5luk6cOAEAOHr06F3Zju93yBlSk5KSoFQqkZGRwaKfNN8URAEOvbK5c+cCADp16oSamhp8//33brs1KMVOzoHcSXE3PwT8p7mWz5l8D8q7FOka6cBzPVipA6dTp0545ZVX2nyvTqdDXFwc9Ho9Z7moS8YdwRk9K9qjo0aNgr+/P0JCQtiBJJsmCAJ3IsXExDCr86pVq3h+aJ3T9+Tk5MBqtSIjIwMdO3Z0YtWljDQFHGRb5LaL5sBdoOHO8fH09OROQ9r7BoOB9wrtTSpVyzE49BlyJ8nVWSenRBQdWLmkpCReB5GRkbBYLEzzbzQa0aFDB4waNQpmsxnl5eXw9vbGqlWrnHiR5B2LNpsNoaGhUCqVGDRoUJsgjL7LZrOhvLzcab1pNBr069ePM8JUkszIyEB5eTk8PDzg5+eHRx99lNXi5etu586d/5Mv8Kd0VI4fP87AINLHoHZbmjg5iGvVqlVQKBwaG01NTcjIyEBxcTEmTZqEjIwMrpl9//33UCqVsNlsqKqq4sPmwoULmDhxIqKiotC9e3dMnjwZ3t7e2LNnDwAgJyeHVWwFwSHqlpWVxZ7679HdoQ1MHnJTUxOrdkqS5KR06+3tjczMTAQHB3NLdlJSEtfJR4wYAa1Wi0GDBuGpp57C/PnzOeVGafnKykpe2IIgYMmSJdiyZQsCAgK4PZcOvGeffZYN3vXr1/Hdd99hzZo18PT0RE5ODi5dusTZDjKA5CUbDAbodDpkZGQwN4NKpWLpgfbGokWLsGXLFiYyeu655zjitdls6NevH7755hv4+fnh1KlTrHmUmZkJnU6Hjz/+GD/99BOuXbuGzp07o2/fvgCAL774gp+PPKNDBopAzkqlQ+7dZDLBYDDgkUcegVarxWuvvYZBgwYhLS0Nqamp6NatGywWC3deEQ6nvfuSG7+vvvqKsUZU6qL/e/HFFxEaGsrOAf08Ly8P48aN4zJjRkYGc4q0d3iFhoYy1iQrKwvh4eFITk5GfHw8YmJiuF2XWiUpXU4GyjVDNXr0aO6wILVu+j8C34miyOuf6PDfffddFi07f/48nnrqKSxfvhwPPPAAjhw5gp9//pkPLDKkKpUKXbp0QXR0NBMg0lqUdyGIosjMraLoIEibOHEirFYrcnNzGXzesWNHVFRUcGuuIPxGLJifnw9PT08kJSUhNTUVqampTFdO64MOJTpAKysrmTztxo0bHABR/f6xxx6D0WjEp59+ynZMjoUjUCTg6G6RJAldunRB3759oVQqsWfPHsycORPZ2dl8HbSHevXqxUD1cePG8TqRZzfouXh4eODmzZtYuXIlR99hYWGwWq28djw9PeHt7c0lZncAZip9e3l5oVevXvjqq6/w66+/orGxEdnZ2Zg8eTKKi4uh1+u5HJyTk8PBIx3I8uBFpVIxtsHT0xNeXl4oKSnhfZqbm4ugoCAcPnyYu1oMBgO8vb1RVFSEefPmoVevXvw8d+zYwWSP1FUm338+Pj5ITU2FRqNBY2MjPDw8MHToUM4exMfH48KFCzhw4ABEUURjY6NTu/D9DlEUmR5AEASmlnDH+k3PzLW7RqvVQqPR8B6VK6FTwwXZELndIVtitVqh1WoZf1RdXY2uXbveF4aSuGXomT/88MMYMmQI41LkXDT383larRYHDhzA3/72N7zyyisMO/hfXn9KR6WoqAgPP/wwJMnRqkzRFHnJZNzk5DyiKOLo0aMoLi7GggULuGOIFt6tW7eQm5vr5OzQxJL3SR6uXFuBFo48Zfh///d/fK0k4JWYmMi4AUrLkQExmUyora1FTU0N08VTaUn+gF1TeYMHD2ZD0qdPH8TFxTEPiig6KLafeOIJvpbvv/8esbGxePrpp9m7v3z5Mn788Uemk9Zqtejfvz/69+8PSZKwYcMG6HQ6jBkzhks4KpUKmzZtwoIFCxAWFsb1b/peo9HI1y5JDk0SKpMRmy1xPqSmpsJmszmxusqHfLO7Ix5rLyNFvyOvoRoMBixZsgTHjx9HYmIiFAoFTpw4AQ8PD15PguCIHJuamrB27VqoVCo0NTXxOHv2LKPTH3zwQSxatAhvvPEGunTpgtmzZwNwHEBDhw7F22+/jXPnzsFoNMLf359xPxMmTGBdjL59+yIjI8MpenEHCG/P6SHn2GAwwNfXF9988w0EwRGl+Pv7Q6PRsO5NQkICampqkJCQAJVKhaqqKuTn5zsRlgmCwOs0MDCQO8mIIdNdFE/GUP4c3nzzTfz000/873fffRe//PILl7wyMzMxfvx4NoTR0dHMZRMeHs77k8ijRFF0ou9WKBTo3r07M+mS4F9MTAzeeOMNeHh4ICMjAwkJCewsueqtuI5jx47xgSJJEoN65S9677///W/GPF2/fh3vvfcel8loPiZPnoyzZ89Cr9fj+PHjMBgMTmKBvr6+rHXi4+OD06dPAwA7k7QWXG0RlZkJbC1JEg4dOoT4+HjY7XbGJJG98PLy4nuXO3k9evSA2WzGt99+C19fX87YPPTQQ7hy5Qp69uyJxMREtnfe3t5OQZJCocDmzZsREBDA80MlhezsbO6ISU1NhSRJ6NGjB1atWoVnn30WNTU1EEURvXv3RlpaGgdasbGxmDJlCvLy8hgDR1g6Apu3trZi+/btXIolOQIKRmm9SJKEoqIiVFRUIDMzkwMPpVKJ7t27Y/78+Rg+fDhjm5KTkxkcPWXKFKhUKm5myMrK4nv89ddfUVNTg6qqKgawiqKId955h/9+PxlsuY2jTAztQ3fOoevvuqrO071TYCUIAu/1oUOHolu3biguLkZmZiYSEhJQUVHBmZ7CwkIUFhaiuLgYHh4eqK2txVdffcW8TNRsIL+GyMhILlVnZmZi1KhRiIyM5BL2v/71L5SXl2PLli2wWCwIDQ3FM888gzfeeIPn8tSpU/Dx8cFHH33EwpV/5PWndFRsNhsLaskJyigioI1OnnhKSgpGjBgBALh9+zZ+/PFHREdHY9KkSZAkCXa7HW+88QY/AKPRiDt37rQxFpRdOHz4MDMDbtmyBefOncNrr73G5Z2JEyfizp07uHLlCoOVUlJSADgclw8//JBr/IIg4P333+d7owPbYDAgMDAQgwYNwpNPPglRFLF7925s3LiR64lHjx7lSDcvLw9PPfUUfH190dTUxFkSMpZnz55FXl4eRFFkymdJkhAVFeUEVLtw4QIaGhoYzEvDdePQ3JSXl2P37t2cxfD398fQoUOxfv16t0q2oiiyYZBHwa5/EthQEH5rCSUHT75BqaZNf4+MjERLSwtaWlq4ZdT14K+vr+cDsXPnzsjIyOC2caqffvHFF5gzZw4MBgO3BAIOIczu3btjzZo1HC3u2bMHJpMJFy9exPjx46FSqeDp6YmOHTvyPVgsFvTr148dSyonZmZm8lrNz89HY2Mj1/fpGRFmQy40Roy39yqRyA0mYS0oW0IHltyppINFEAT069ePdVgyMzPh4eHBQnLysXjxYgiC4KQj9NJLLwH47WC/fv06z3tsbCzKy8v52q5evYojR46gY8eOUCqViIiIgMFgwOnTp3HhwgV2ZiorK9HQ0OBERqfT6bBv3z68//77sFqtHITQIaDVajF//nxs3LixzeHh6gi7OsdZWVm4fPkyzp07h3PnzuHVV1912g8EGO3UqRMCAwN/t2I5PffZs2ejf//+8PHxYXIy4l/y9vbm8pEkSey4uZZSaH+4+66oqChuGKipqcGwYcOg0WiYBr+oqAje3t64cOECdu3axe2tcXFxWLduHc6fP8/7kEokZrOZ1yEdjlarFeHh4Vi8eDHvF7vdjrS0NBQXFyM8PJx/vm3bNnh6eqKsrAw//fQTYmNjERERgY4dO+Lf//43v2/9+vVOrdD3M687duzA0aNHmQZeEAQWKw0MDGxXH8nLy4tB0hSA6XQ62Gw2hIWF8TWtWbMG6enpuHjxIv/s5s2bnCUk2+Xr64uAgACmnyCR0draWixduhSpqamIioqC2WzmQIWyFomJiYiIiMCpU6dw/vx5zgDJ1w6VAKmdWKlUwmAwcLs2nSNarZbtCTm2Op2Os6iZmZlYvHgxRo4ciVu3bnH1YNOmTZg8eTLbBflcVVRU8P36+/tztpn23IULFwAA7733HkJCQtjZDAgIwPr16/H555/jySefRFBQEKZPn469e/eic+fOf9gn+FM6KlqtFvv370eXLl2Y5piiJrVazSqtNTU17Hh8/PHHTp8hVx6Nj49nDSAyCK6pQoVCAcDhaEyYMAFarRbNzc0AcN8eNKW5Dh48CJ1Ox9/x0ksvobW1lVHwdEi0195I76HyCqURz549C41Gg+++++6eHnl7Bnv8+PGoq6vDqFGj+Of5+fno0aMH88EYDAYsXLgQoiji9ddfBwAEBATg8OHD8PT0dJpnYsOkVsPly5fj+++/x/bt2xm426lTJ0iShKlTp/KgyIaehUqlYlE5ckQNBgOWLl3qVMvdt28fdu3a1Ubw0N0g2vuwsDAnrgrX556bm4vCwkKMGTMGCoUCx48f5whQPn/0J+nLyOnyyTgYjUaOSvv16+fUOnzu3DncunWLNWjo8+fNm8eOZ1ZWFjIyMvDwww9j2rRp0Ol0nBUcOnQoZsyYAZ1Oh9DQUJjNZixfvpxBqDt37sSzzz6LlJQU9OnTh1vevb29MXny5DatpQEBAfj888+h1+v5YHI9MFQqFWcGS0tLOapbunQpmpub+X0HDhxgR37nzp1MwU3r/9NPP4XRaIQoitx2m5yczAZO/r3yQ1qhULCURnx8PFpbW/HGG2/g8ccfx9ixY7F8+XJ069aNU+lz5szBzJkzIQgO0KnZbMbcuXNRWFjI0fD9Hoq/xyEhJlhJcujwbN26FTdu3MCUKVPc2g45HsDT05PlBeRASsJkSJKDQoBKb/LPIzLBlpYWCIKjDZV4o8jm0QENgDmO2hsNDQ3QaDRYs2YNmpqaMHXqVNhsNjQ1NTG/EHXJff311xzwdO/eHSqVCnv37sWoUaOccB7Xr1+HWq3GoEGDOMK32+0wm82cKZM3BtD9vvvuu3wQK5VKxMXF4ZVXXmHb8+mnnzoFmUFBQZzBysvLg9FoxIABAzBr1iwoFA7NMvnL29vbKYgEHFxH69atg8lkwn//+1+0tLQgJiYGzc3NPKZPn87BEZWqiO1YEByA07S0NMTGxjJgnQIOs9nM2MlTp04BAPbt2wdJkliuhfad67MZPXo0JEnCpUuXOKhTKpWcbRNFh7An2Sfi5XLdX5StIQdJ7sTL15bFYkFWVhY7QqdPn+bP2bNnD7777jun/SvPGlPAVFtbix9++AEff/wxzGbzH/YJ/pSOCqW1PD09OSKVR82uhiYuLg5+fn684OWtWoLgaJ+kCdVqtThy5AjWrVvHiycjI4P1H9RqNQYMGACFQoGamhrU1dWhrKwMQUFBv7t22d6IiYnBmjVroNPpsHXrVgBAWFgY/va3vwFwRCkvvPACAIfjpFarUVJSgjFjxiAuLs4pUrrXd23evBmLFi2CIDhSq1Q+EkUHuEqpVCIlJQVhYWHo1KkTsrOzodfrsWPHDphMJuTm5mLSpEk8L5LkkD+/c+cOZs+ejRMnTkAQBJw5cwZ2ux2+vr4s6OiKeRDF30jDBEFwqtEKgiOq9vLyumfHiNxYy1toqYbb2NjI9W3CZLTHfuo6tmzZgkmTJjmVERYsWICMjAw2mMTgKieCkjsBVAbz9fXl/09MTESfPn2wceNGGI1GzvDI76U9h7hTp07w8fGBj48Pl1P+l9HQ0NDugZ2dnc1S7/9fjmeeeYaNMGntUERLe8J1f7u7PnfXHRMT027mSZIkJCcnMzC9d+/efB1KpRK7du3i7E9qaipHyd7e3tytJQcGms1mhIaGMnfRzJkzMXbsWCxZsgSpqakIDw9nDhLK/Hh5eSEuLo6p5pubm9Ha2up0L+7u9aGHHoIgCFxaonIKkZIJgqM0WFFRwfuAOrVMJhOXculQAoCqqiooFAou9bkC2GnO1q5di1WrVsHf35+7RaZMmQJPT0+oVCrU1tbCbrcjNTUVarUaISEhUCqV0Ov1nDXbt28fBMHhqERERDBlgIeHB5KTk2E2mznD3KlTJwQEBODatWusGExngdlshq+vL5YvX47U1FQ+J86dOweDwQCLxYLu3bsjPT0darUanTp1gkajQXZ2NmMBqdwZERGBvLw8bNq0CSqVCgsWLMCmTZv4M3v16sUO0/Lly+8LiD1o0KA2nVfZ2dnsWLgDT9MzB8AONdEiKBQKJqCUk8bRGejp6cnPv2fPnvj11185iKdsqlqtRkFBATtPe/fuZewVYQDHjBkDq9WKY8eO8SCA9qJFi9DU1MTBZlJSEubOncvOSFBQEGOSqCWcANKzZ89GTEwM42UA4J133oHRaPzDPsGfzlE5evQoJMnBEbBnzx4MGjQIISEh+O9//4tdu3ZxSSUmJgZPP/00wsPD2ZhkZGQ4TfqRI0cgSRLefPNNAGDDkJyczIeaXFwuJCQEISEhiI+PZ8ltalObPXs2t+YGBASgpaUFS5cuRVJSEktyuy7EjIwMLsVQKlmr1eLhhx9mLIfFYkF5eTlmzJiBOXPmYM6cOSgvL4efnx/X4sPDw5mwp7i4mPVdbDYbrFYr9uzZgxUrViArK8vtIU8HNimR9uvXj787JSUFUVFRkCQJ//d//8eRrpeXlxOjrnyQQVKpVNwZEhQUxJwEcsZReebnbngT+SCSNnkXibuhVCrRuXNndkrlh55Wq2VnIzg4mCOU2NhYnD59GqdPn8bMmTNhtVoRGhoKHx8f7NixAwAQHByM6upqJ9G/8+fPOzlFdF2enp5YsmQJoqOjnTJk8oPHYrE46Rm1N/bv34/FixdDFB2tqjR3hPTPzMxEZGQkSkpKeB5tNhuGDh0KLy8vpKamorKyEh4eHm3alIlbgwyk63MwGo3Iz8/nfUgt+nQv7sp87T07tVqNgIAANpIKhQKJiYmsW0TdVvIWy8LCQiiVSs4oFBYWMnBPr9fjlVdegSiKzIpKauQFBQXs5Iiio62UwKceHh4IDAxEQEAAAgMDATgOvhMnTmD48OHIy8sD4Ki/L1++HCaTyckWnTp1CpIkwWq14uGHH4YgCIwzsVgsLJtw7tw5+Pn5Yd68eTCbzejUqRMbbSplksMkCI4MZnNzM1asWIEVK1bAx8cHYWFh3Mrs7kBzdWSoo6V///5OBIqVlZWoqalxer4EGJeDy2lERkbeM8Mkig6CtU6dOqG+vp4DSa1Wi23btjEXE2E+dDod1qxZg6VLl0KSJFy/fh1btmzh625sbHRqa05ISIDZbGaHiIDtgCNoKyoqQlBQEPz9/aFWq/Hzzz/j73//O5KTk6HX62Gz2TjrKleRpuHKFyIvlZDt/+GHHwA4oANLly51otU/efLk78rEqVQqPPfcc9i1axf0ej3Cw8PdBkqiKKKiooIFBalUfz97jPij5M/T29ub14JCoUBcXByvg4CAAA6skpOT+V5sNhuKioqQn58Pi8XCzpbJZGJ7oNVqERUVxVQd7V2XwWCAv78/ioqKoNfreR/9/PPP6N+/P7p16/aH/YI/naPSu3dvzJw5E8OGDWPVYnm6b86cOfDy8sKqVasAODIO77zzDp5++mkEBgZi6dKlaG1txYULF9qwBP5/NUj7gNR/o6OjmRH07bffRnx8PFJSUjhVSwfvvcB+NMLCwrgv3XVztBdlNjU1sRx3TEwMd7bIU+hGoxHe3t7w8fGBt7c3jEaj08Ygr54cCoo+3JUD5N0C1Nfv7l6IyXbMmDGMZqdrJi0lMtJ0nampqZg2bRp/BmV+5LgEigo0Gg0faPQzudYFXTtdq/y1Zs0aBvQVFxcjJiYGTU1NjAeQlwtdBzlFAQEBKCkpgVar5W4EedanuLgYt2/fxpkzZ2AymTB+/HjU1tYiOjoaL774Il8LdYwkJSXBYDAwhbZarYZWq0V6ejpH5DT/5FgBwK5du6DT6bBkyRJkZGRg0aJFTs/EZrOxM01RvlxiwdPTkx36b7/9FkVFRZAkh4z83LlzsXz5cidniyJVStMvX74coujQWaGaPHXN3O+eUqvVrE2kVCq5lCQ/5KljThQdPEB6vR7Lli2DKIoYM2YMR8cvvfQSO1uC4Mgm1tfXw2AwoEOHDtBqtXjllVfw3XffQaPR4KGHHoLFYmEgLABcuXKFjTbJQdDnR0dHc4C0ePFimEwmjBkzBsuWLcOzzz4LnU6HHTt2tNnz7nAz9O+QkBAcOXIEjz32mNNBTiUzOozT09Nx8+ZNLhWK4m9MxpRRoQ4wQXC0nqelpTllOOUCjCQoqFQqceTIESxdupTnePjw4XjttdeYwfj3lM1cuYPIHpEjIggOJ+XYsWMQBEf2t7W1Fenp6dDpdLh58yaqqqpQWFjoRAkhv4YBAwagrKwMXl5eLMjXrVs3XjfR0dEoKSlBeXk5FAoFCgsLMWXKFC4x03UmJiZi+fLl3B5sMpnY0e7evTuXqsPDw7F8+XJMmTIFvXr1ui+xTLlNmD59OpMLutpJKh8nJyc7kdXd7Qxwx6VC9lveDUbPIiwsjLFkguAA1mdnZyM7O9uJLFL+e/LvpcwlZfU6d+6MkSNHQqVSoVu3bk74IJVKhbS0NERERMBms+HSpUt/2C/40zkqgYGBbDDdvd58802OjgAgLi4Ojz76KHcg0Ga4V+TeuXNneHp6cgqXROIiIiIwadIkfPnll/jLX/6CBQsW8IG+cOFCJCcno6ioCJMmTUJmZib8/PzQu3dvbncGHB7oqVOnkJWVxaUVhUKB0NBQiKKIoKAgiKKDp6O2tha1tbXw9fXFs88+yzTxAPDdd99h7969sNlsaGxsRGBgIC8knU4HhULBgoqkYVJdXQ3AIUVAB6e7he4uQpD/W87kScbaVYgqODiYI8633nqL9Yvo/6uqqjBt2jQolUqmBad0usFgYP4Qm83GUREdztQ2e+jQIbz22msciUdERHAk3rlzZ9TU1LRpmZOnYF2JsOhzwsPD+Tt8fX3ZUaLsxcaNGwEAXbt2ZZVnQu2PGDHCSSDOlVKejIdarWaEviRJmDRpEr7//ns0NDQgLy8PZrMZOTk56N69u1PaV6lUokuXLsxwu2zZMnbCaA6XL1/eZm9s2bLF6bpEUcTcuXO5W87HxwfDhg3Dhg0bMH/+fISGhsJqtSI/P59By127dkVmZib+85//4I033mBNj9TUVPTq1Qve3t6orq6GJEn48ssvcejQIXY+s7KyUFhYiPz8fERHRyMgIAD+/v6s4Gyz2RAZGckAPvl1Ump+8ODBfA9yHFJ7a5aGVqttYwhv3bqFI0eO4MCBAxgyZAji4+Ph4+MDu92OV155BT179mxjJ8jIk7S9yWRCSUkJPDw8IEkSOyR0kCgUDip0Krfs378fZrMZR44cwbhx4xAYGMh7JykpiVPpPj4+TDiXm5uLESNGOOmmBAYGoqamhvVUoqKiMHLkSM5SyKnr1Wo1oqKiOGsbEBDA68fPzw9msxkBAQFO7e/dunWDKDpavdVqNWpra9muXrhwAR4eHhxBX716FadOnWIKgpCQEOj1euTn58PLy8uptEHOodVqRWlpKZRKJeNA5M+yPfssSRLq6uoQFRUFlUqFF198kZ09o9GI4uJi9OrVC3V1dXj//fcxadIk3m90beSA0+e1Z+Pkzp98b1FGQm7v5CKAnTp1gt1ubwOAl38uEZUqFAq89dZbjAGjs23ChAlQKpXo2rUrO5AajQaZmZkstCgIDlr8jRs38ggPD4enpyf2798PwOH8ffrpp3jhhRewcOFCeHp64uGHH3bK8Ot0Onbmt2/fjjt37mDq1KmcZff09ER8fDz69u2LoKAgNDU1Yfv27aipqUF+fj7Cw8Oh1Wqxc+dONDU1YcyYMXj00UeRnZ2N/v37486dO5xN27JlC8rLy5klWK1WIz8/H7dv375/J8DN60/nqGg0GnzxxRft/v8XX3zhpBlALY0nT56EWq3GiRMnkJ6ejq5du/LiOX78OGcngoOD8fTTTwP4DQtDC5bqtSaTCRaLhXlUmpuboVarkZycjB49ejBjIEWc8gP9gw8+QFpampNTQcRA9G9JclBIu973xx9/zBEdjd27d/Nm/+ijj/D555/DYrHwQpazZpIBIINEAlkkDRAXF4eFCxc6kaw1NTXhsccegyg6RBXlUYtKpWIPmTAftGljY2Mxbtw4hIWFYcuWLaz5QOA2URSRm5uLTp068UFNn0MgQnIwUlJSmBWSQIYUsd64cQO3bt3ie/3rX/+KTz/9tE1v/ssvv8wZLhp9+/aFzWaDSqVCc3MzZs+ezSDTwsJCTJs2DaLoAEImJyfDz88PTzzxBDZs2IBNmzZh1apVGDZsmNNnxsTE4MEHH8Tq1asRFBTEFObyyIbWg9FoREFBAfbv34/z588zD8TdHGga0dHRjOP49NNPceTIEV6b1AFAMgOkckyvr7/+Gv/617+YxbilpQUGgwFxcXHw9/dHTk4OYmNjodVqueOEOE5iY2MRFhbGeAF6Xb58Gb6+vhg+fDgb8M6dOzOAmGQcAOCXX37hbBWJ5MkdDVdngzJfY8eOdep8kJfSjh49ClF0aM5ERERgwoQJnA2Uf55arca7774LAPDw8ECPHj2YnI5E7KibSi7iR8+N0uoajQZeXl44fPgwLl68iIEDB7bpRqNy1bBhw/DNN9+wWjWBJL28vPD44487yT64HmiuDhK9R5Kkdm3gxo0bnbKFoijiww8/hCj+1tJKJdHCwkJuWSbtL0EQMGHChDZaOZ07d8bYsWMRGBjYpiuQAg3a//Hx8dx116FDB772hISENuUL16hf3ulE9nvOnDmcJUpOTsacOXMQHx+Pbdu2wWaz4fbt2/jHP/6BO3fu4M6dO/jb3/6GkSNHcrcYcTcRFb2ro+IK9Bw1ahRaWlqcAKw0dxSkuWObdfeZKpWK9cPoPb6+voiNjYVGo2F8ZEhICGbOnAnAQSkfGBiIq1evcnZv586dnA1SqVQoKyvDmjVr8NFHH+GHH37gDLQoimhubsY//vEPiKKIM2fO4JtvvmHJmdu3b9/VsSfbnJCQgPPnz2PMmDE870qlEh9++CEWL16MWbNmYfTo0YiIiED37t15b8+cOZPxdwqFgrFQgYGBKCkpgcFgwDvvvAMAOHbsmFN7+x99/ekcFVEU8fXXX7f7/6RVQy9XEJ2rt24wGPDBBx/AYrEwzX1ISAjmzZvHoMFZs2ahsbERTU1NyM/Px8iRI/Hwww9DFEWsW7cOo0ePxsCBA2G325GcnIyysjLk5OSgW7duiIuLg06nY+dg+fLlePbZZ50MJ3UC2Gw2DB48GI8//jgqKipYAyIiIgJGo/G+wLG0UXx9fREXF8eePnnQWq2Wu120Wi26dOmC9PR0ZGVlob6+Hp9++ik8PDx4/iorKzm6NxqNyMnJQd++fZmJVK1Wcxq6V69e7NRRXZoOerPZzLwTdJ3uJNVdB2UQ5PgVOaviAw88gNWrV3OKtbW1FXPmzIHdbgcAbN++Hf3790dVVRUbPxJs02g02LdvHzIyMtCjRw9Mnz7daX24ZpACAgLw9ttvAwDeeOMN7roix4reTyRfrp9BY8yYMRBFEYMGDYJWq0VlZSUAOHH4mEwmdiKp/t/S0oIuXbqguroaQUFBHKnKy2WLFi2CXq/nuSdAKiH9tVotGhoa0NDQAIVCgVmzZuHGjRv4y1/+gnnz5vFapIM6NjYWqampOHjwIJqamnD8+HHms+jevTt+/fVXXLp0iUHQ7Rk+cooefPBB9OvXj8F15eXljL2YO3cuXn31Vbz88ssICwtDUlISioqKkJWVhY4dO6K0tJSjYZIvoGAiPz8fVqsV3t7e/FzuB+/k4eEBhULBbcFRUVHccZeZmYmamhrGOiUlJTFhYnJyMl599VXs2rULr776KgcOdFDSq7S0FOnp6Vi4cCE/g2nTpmHv3r0c3EiSQ0i0paUF/fv3Z3ZQks8gzp3k5GR06NABMTExGD58OHr06IHo6GgkJCTw8PLyQt++fRkXRl0kI0eOhCAI7Hilp6czqRo58PIukJCQEBYApWdItlSv17fJRFLW0BVzJj/gCWPUqVMnt2VuslFkOwRB4EwQvQ4dOoT6+noEBQUx3iI2NhYdOnS472cuCA6Aa3BwMLctU+mKMiAeHh5O0gnys4NkOwj/RyUvURQxYsQI9OjRA3v27MGCBQtgNpuxYMECPPvss3xPISEhrENEVAbe3t5ITk5mey2KImbMmIGqqirY7fb7LqnZbDZmw5VnjgwGAwYMGIBhw4ahoaEBHTt2ZBqHuLg49O/fH56enmw/qDQ4adIkp8BWDhWQkzFSazuVuSdMmACdTod58+Y5XV9QUBDWrVvHz5McMbIvf/T1p3RUqIWWBokQpqenc528rq4OkZGRvBDl9Ti581JUVIRdu3YhOzubU5m04d58803+rOHDhwNwlFt69OiB/Px8CILA0TZJ15tMJo7YAEep6KGHHuLv79u3rxNSu7a2Fj169ICfnx/++c9/8uETExPDWhnyw5367CXJofpKpRIyBEFBQVweEYTfuDNCQ0PRuXNnJ0OSmJiIQ4cOwdvbG4sWLQIAdtrmzZvH4FBCwV+9ehW3bt1CbGwsli5dCpVKhUWLFjFFuesgpLkg/EYiRsRjFosF06dPh8FgwJw5c+Dh4YHZs2fzvBIFs6sDJkkOwa76+nrs27cPM2bMgJeXl9N7JUli3g9Xp0cQBLzzzjvMFUJKxWSIfHx84OnpyendwMBALFq0iIHOH3/8MQoLC7Fhwwa+x1dffRVPPPEEf/7KlSt53snRkuu4EPeP3JmRd1dMmtQb+M4AAQAASURBVDQJALB3715kZ2c7rf/bt2/jL3/5CzQaDWw2GzQaDRv25uZmLFq0CBEREcxa6tpZpdVq2XEko+nl5YUOHTqww0MR76VLl5CZmYnVq1ejpaUF0dHRuHnzJvR6PYYMGQJ/f38UFBRwxoTmjxSZR48ejZ07d2L//v2MySCukEceeYTvibKdoaGhKCgoQFNTE1atWgWNRoO8vDxUVlaiY8eOMJlM0Gq1GDlyJADcVfjS1Xi7zoNraYn+HhoaypwrsbGxAMDvlx+ErsBv+oxTp07h9OnT+OSTT7Bw4UJ+xnq9nm2AvBtMEBzK4vRKS0vjaFSj0aBHjx7M3mq1WlFTU4PBgwdDEBzcIEqlklt66RoIGxMXF8ffT887MTGR39OjRw+o1Wp06dKFD2DaM4T5IKkO+bxRppN0XQTB4fj4+vqyIrI8g0A2R5IcFAREG+E6XJ0Cf39/6PV6eHl5YdOmTUhOTkZiYqLbTiT5/qayDGWPDQYDt3ILgoM/KSUlxS0AnNY+8RnJMSZEykZNB+PHj0d4eDiqq6vxj3/8g/mOPD098cgjjyAvLw/9+/fHmTNnnJjSKRtDWXR5pyMFF3JuFboH+R6mvUp2RJ4lcuWJkQOIRVHk6gFlW0VRxJo1a+Dr6wu73Y7c3FwkJSVh+fLl3GlJDRX0mSkpKejduzckSWJJjzfeeIPLi5cuXYJSqWTgNmVjVCoVcywBjk6xrKwsti9/9PWnc1Q6d+7MLHo0yFAT0p1KL67kYKRVERAQwIudMgPZ2dkQRQc3B21q+l3SLkhOTnaq8ROuJCwsjNOkaWlpiI6Oxp49e7Bnzx6oVCqcOHHC6ZAaOnQofHx8mJvls88+g06nw/r16+Hp6Ylnn322zX03NzdzpCzfcH369IEoimhoaEBUVBRMJhOefvppiKLISqbtGQPX8dRTT7HTlpOTw44NpY3vVjcWBEd6VqVS8UHl+r0KhQInT54E4KidvvHGG9BoNHj//fe5VPO3v/0NgvCbJgqBI+lzKisrcfv2bY5c33//faaX7tWrF7p164ZBgwZxqybdb1JSEj+jjz/+GEuXLkVgYCA6duyI+vp6VoelTW8ymbgkUltbi6CgIAQHB2PmzJmwWCwcmarVanz66aew2+1stJ977jk2cGvXruVIhH5GQEU50RpposgP8GvXrsHDwwMPPvggzpw5w8Rj586dw40bN5hqnQxyfHw8/P39MWfOHCxYsIDLldnZ2XxYDBw4EAMGDMDQoUP5QKJ1SVwylIouLS3ljN/LL78MjUaDs2fPcuRFhxrNc79+/bBy5cr7iv6MRiOsViv+8pe/4J///CeD74i3ZsqUKRg3bhw7ePSZI0eOZALD+fPno1+/fhBFET179uT7pPcmJiZCFEXurCCiQWKclXc5TZo0CZWVlfD19UVZWRlE0cH7AACJiYkIDQ2Fv78/d85NnDiR0/P3ulcaM2bMQFZWllOmgZ5LYGAgOxGiKGLLli3MmEzgcNojFMy8/PLLTtwThw4d4mdHjs7YsWPbOEb0fWlpabyviWlWPidkY7766ivU1dVx9xsJBn788cf44YcfoNfr8dprrzHzMn1Hnz59UFVVxXaV7C0dlBSU3M96kSTJrfaM3GkhUcQHH3wQTU1NfB7IQfpkC+SgWrl9IV4W6iIjbZzJkyfj6tWrba6rQ4cO8PX15YxVfX098xMRsN3HxwddunRhx4jWaGhoKLc/r1+/Ht26dUNwcDBTbvj4+ODs2bNsB1UqFYKDg50cF2p1l9sT17KU3W53Itmsra2FSqXCI488whwy8nVJjg2tR8KQyR0ekoKgawGA69evQxAcTjnp7iUlJUGr1aKpqYnnrKqqCqNHj0ZcXByMRiNeeeUV3Lhxwwmy8XtffzpHxd2rsbER/fr1Y00GOhQUCoXTIoyLi8PBgwdht9vx0ksvQaPRQKPRMKCMDh4C0VFXkCugisamTZvQ3NyMhQsX8iJx9967bUSVSoXq6mpuo+vZsycTyX355ZdO97lz5072hElDh9rCjhw5ArVaDW9vb3z44YcQBKFNRoHmxmKxsBHcsGEDPv/8cy6ZNTU14fDhw6ipqUFRURFH5bNnz0ZiYiJveEr9BgQEYODAgbzJBcHBV+Lr64sPPvgAPXv2hCiKGDBgAGJiYlBYWIgZM2bwgqYDMjAwkEXaBEHAo48+ipdeeokdC/n1362+KggOtty4uDio1WrMmDEDZrMZ/fr144gmOTkZW7dudcJmUHs3fU9YWNhdkfVkdDw8PLB3714WGpO/V5IkPrjlDrNcPI2Q/KmpqfDx8cGyZcsAOHAkcsyAuzXl7v7VajXGjBnDOifydLwoivjqq68wffp0jB8/3ukzDh06hC+//NLps0jOQf6++zlUwsPD0dTUBFEUsXnzZjQ1NWHdunXsFNFoamrC9OnT0aNHD94LarUaQ4YM4TbcvXv34q233rrv1PfWrVt5HdJaramp4YwDtRj//e9/598ZMmQIwsPD8eabb3K5lfaynNjv9wyz2cyqtEqlksGNV65cgdlsxqxZszBo0CBcu3YNXbp0gUKhYN0tPz8/XLlyBRkZGVizZg0kSWIyNcLgSZKDy0Sv1+OFF17Atm3b8M9//hMvvPAC2zyFQoERI0ZAFEW8+OKL6NKli1NZxd2gfU0dLaIoYvr06ViwYAG30FLGNiYmpt12WXKgCX9GGU+yk8TVYjKZ2KkQRRELFiyAKDr4Q1avXg1BEPDkk0+y00it3NOnT4fRaMTRo0ehUCjg5+fHInivvvoqADit/fT0dCd+HNdnFRsbywBXKmdrNBqsXr0a+/btw48//oj169fDZrOxU2c2mxESEsK8ULGxsZwtp6BFnnmrrKzkzjVBEJjxlgRvBcFBlUC/Sxxau3fv5kzLwYMHoVQqMX78+DbPUZ5hjIuL43UwYsQIzpSbTCZUVVUhLi7OqYvnXvsrPj4eb731Fmeq9u7dCwDMlAwAjz/+ONRqNex2O+bOncvOEjWjUAkzOzsbFRUVWLhwIf7yl78AcGBV5E0wv/f1/4SjolQqmU9FqVTiueeeazP5rg+EjO/27dsxYcIEPnSIVdFoNGLYsGHw9/fnOpvrwS//PKvVivHjxzOYMTU1lWnwf6+RI4yNzWZjpwUAM2f6+/tDkiT88MMP0Gg0KCoq4poyKZaKosgLkTx4AnBVVVUxZoAyE+QM0L/NZjOuXLmCXbt2sXEhTRYCAktS277+iIgIeHl5oVu3bvx/lMm43/qx6+jYsSM8PT2d1F3p/+geqb6cmZnJjpMgOGqiBFB75513nK6hubkZhw8fRl5eHhs7MsSUQQkPD0dsbCy2b98OnU6HAwcOcKrcnawArQc6TMgAy9fOAw884LR2evfujbq6OkyfPh0WiwUFBQUMlnXtrnK39n7POH/+PFpaWhAZGenUNq7T6VBSUuL0XleQs9ls5rQzdRdQ2ax///4ICgpCbW0tWlpacO7cOYiiiNOnT6O1tRV9+vTBsGHDsGLFCr720aNHo0ePHnwfHTp0QHh4OKKiojB9+nQIgiMr8vPPP3MbtiiKTCL44YcfcrfNJ598Ap1Oh7feeosPI3q/3KD37t0bAHD69Gk+pCgjd+3aNSe8AQHiDx8+jO+++w7vvvsutFotLl++jKSkJN5nrnvX9Rnp9Xpcv34dH330URsGZHm26MaNGxg4cCBiYmLQv39/7N69G2vXroUkSQyQp6wT6fzQoahQOKj8ySFwJZ+UE+jpdDrEx8dDqVQiMDCQRQN79erFkXP//v153oKDg50CMJPJ5MQzIgi/6TPRPVGnIelYeXh4MEaHOnYE4TfcgzyT4+fnh9raWpZ5GDhwIKKjo1k2ZeHChQgLC4PRaMTjjz/uVEYl8kNX4LzrIMK++91LrpkmGjTfKSkpbcDHarWaNdMEQWAGbNrPe/fuRVxcHJRKJasRU4aQvouyRL6+vtDr9VyeGTBgALp27cr7QqPRoKysjAMim83mRNFQXl6OoKAgJoMj6vqEhARMnTqV56KyshK//vqr031ERkYiLS2NQbGEwQsJCWFn0m63w2q1Yvjw4TAYDE4JAiK/TE9PZ6blKVOm4Oeff8bPP/+MM2fOIDQ0lO30H3n9KR2Vy5cvY/fu3aw2Sikx2qDUzULetyiKHMVXVlbCx8eH+97Pnj2L9957j42xu7YzeUpMrVajsrISoaGhCAoKwoEDBxiLsWnTJtb/kBup4cOHc4RInRRUAgEcLdULFiyAXq/HnDlzsGrVKmzatAl9+vSBSqVCQUEBfH1922wEdwcX6Ty46zKh69ywYQM0Gg3Wrl3LDoc8myDfjD4+Pm0WXkBAAIPh3GWQqE5J/w4MDGw3isvNzcWqVas4kqOul7KyMs5oUcsn3Yc806FUKtHQ0ACr1eqkYUT/7+/vj9jYWCf9F7kRo/uXg8Pkn03kdRSNUzlMp9MhJycH8fHxbknvXAcdNmR86efy8qF8EIskzR2Jou3Zs4cNkCiKTDFOn0cCkbSWPTw8GFBJ90QpXTJi97p2+j2i8TcajTCZTE5EYvcaWq0WycnJbsuCtLfa66KgeZK3mUuSxKynoihi9uzZsFqtzMosr8UTCJ1S8VlZWQyAlq9T+XdHRUXhyy+/5NInvdLS0jBkyBBOWXfv3p1ZTklnSqfTITw8nPEaGo0G169fR25uLmw2G4KDgzFkyBBuc583bx5nE3bv3s2aMK4ZYSp/uArEua5bEtKT/65C4RBsvHXrFq9/nU6Hv/zlLxxQkPOtVqsRHx/PdtBVGJGGWq3mrBU1DZCwpEKhQGlpKTw8PJycGjk+736HRqPBgAEDYLVa4e/vjy5durDTJbc17j7X9WdRUVGYMmUK4uLiEBoaitWrV3PQBjgcWMJcNDY2tvl9crooM0KOFeFX6N43b97Ma4Y+Q6VSwW63s6AiSaisX78ejz/+uNNek5O1udpZOtPIQRUEhyO1evVqrgaMHDmSA3D6fSJco+vu378/lEolQkJC4O3tDZPJxK3ipA3lej2C4IBQEI7P1Uakpqa2sfUEGCb2bLoXsq8E9iZSvT/y+tM5KidPnoRKpeII4eTJk9BoNBwpyBfU/W4IMpDtRfzyz5E/BFcQE9X//v73vyM8PByHDx/myT9x4gRrr9TV1aG8vBx///vfsWrVKjz55JMICwtz+iw6VImWnX6u1+uRnJyMkJAQPrB1Oh0qKiqQlJTEHCzx8fHM3UJZHeJYKCwshELhUDjds2cPgoKCUFdXB0EQ2AFxnbvOnTujqqoKkiRh4sSJ+Pbbb/me5caSiN7omvv27cvP7o033sDw4cOdDMubb76J+vp6LguYzWY+1OVMmWR0i4qK+DnTHMmJyui67yZn4Hpv1NVE80kYJx8fH8TFxaGmpgZ9+/aFKIqYOHEi9uzZg//+978YMGAAvvzyS/z666/48MMP8corr+C5557jdGdBQQHXwd2tRfmBZLVa4ePjg/DwcHYAbDYbvvzyS4SGhuK1114D4NAvkd+nJP2mFi53mCjidv2563C35vfu3cudYZIkwc/PD9988w0/x927d+PgwYPYs2cPt6kqFA711uLiYm75pvtOS0tj2nRizHz22WeZb0MQBKSmpkKn0zk5oe0NvV6Pbt26tTnEXef4j2Sc7HY7Ghoa0L9/f6xcubKNozJlyhTGH9ABT+uFiCeNRiMefvhhpiQXhN/0rFyvz911yw8EtVqNyMhI7uCRi+TRe+QlR4PBwHg74l3JzMx0IsJr794p40H8He3tm5KSEkycOBFKpRIvvPACJEligHdwcDAHZYTVkP9ux44dUVRUhKFDh2LDhg1ITU3Fnj17sHfvXv7sTZs2Yfbs2fy9Hh4eKCgoYIV310CMsqpHjx7Ftm3bmL1569atOHPmDDQaDbOwkj2lLKfFYnEiHgsODoYoOhiOw8PDERQUxHv4fodCoUBCQgImTJiAjRs38r3v3r0bra2teP7556FSqRhuIF8XpaWl+Oqrr3gfuMvc3m3Iny91DlKZzmw2o6amBp999hkCAgKQlpYGnU6HSZMm4fbt20hOTuYS5fnz5+Hh4YGuXbsiIyMDWVlZ6NatG2pqangMHToUvXr1YrwedUMJgsBCknIQujzDLLfXVOr7X15/OkclJycHcXFx2LJlC5588klYrVbMmjWLF7H8gZWWljK4TG6I5syZw3o9AQEB6N69O8rKythTXr16NdauXQtvb29GRtPhqtfrOY0fHh6O/Px8hIaGMtaABKiWLFmC9PR0NDQ0MNBKnuIUBMehbLFYEB8fj7i4OCcUenl5ObKyspCbm8ugQEFwdAPJXwsXLoRSqURWVhaeeuoptLa2IioqCosXL0Z6ejpEUUR1dTVEUWQtDormjh8/jo4dO2LNmjU4c+YMBMGRar98+TJ3F5E2R3sbg7pbPD09kZWVhbS0NOzYsQOVlZVIS0vDmDFj0NjY6HTNY8eOdWLWpLlRqVSYMGECRFHE4MGD0bt3b4iiyPLhVqsVFy5cwObNm9uNnkRRZN2SAwcOYOrUqYiIiOBWPHrPvcpQoaGhXIsPDQ1lB4QEJN9//32o1Wpcv34dv/zyC1QqFU6ePMkGlg4KwNE1cuTIEdTW1rbJWLm7B0lytAivX78eANCnTx9UVlZi0aJFTvM2ceJE/Pjjj/j+++8RGBjIRlir1WLo0KHw9fVFdHQ0KyDX19fDaDQiLS0N3bp1Q0tLC5qbmzFixAjk5OQgIiICI0eO5OxjdXU18vPzER8fj9DQUMTHx+PXX39FdHQ0Jk6cyBlAWtfy9mrXzjOVSoWqqiqmAfj000/xr3/9C8XFxU6ZwqeffhqvvvoqVq5cCUmSMG/ePJ4DMoJEFieft+HDh2P69OmcVZMPSZKYWM5gMGDBggVobm5GQ0MDl7eIwCw3NxePPPIIPDw8UFRU1MZRef/992Gz2bB+/Xq+ht69e8PT05M1aiRJ4kMoIyPDyUHQ6XTIzs7GE088gRdeeAHp6elobm7G559/7pT2JwBsYWEhxo0bh5KSEkRERKCiooKHUqmEn58fFi5cCEEQMH/+fDzzzDPsKGg0Gid7UVRU1ObziYjrbg4TPdPt27fDYDAgIiKCHRDS95o+fTo7RlSKoOyg/HNoXkjrSqFQ4OjRo+yUvfrqq7h16xauX78OlUrVhqyRfpf2r91ux+TJk6HVarF9+3Y0NzczkDMnJ4dtV1BQEBYvXow1a9Zwtkm+9saNG4fGxkbMmDEDer2eCdRcMVp/ZNztd+WBhiA4sHkAUF1dDR8fH6xZswYmk4mzuKWlpRgzZgzGjBnD7eQUHMqdH5VKhZSUFIiiA7RbU1ODsLAw5OTkcCNHSEgIEhMTMWDAAOTl5bll0SUYAuDgSHnmmWfQvXt31p2jlyiKTpi6Hj168Bkinz9RFLmVf9u2bYiKisLevXuxefNm1m/6I68/naNiMpng5eWFy5cv45dffoFSqcThw4cZLCdfFK7/VqvVrPZLwE16kbMxbNgwJCcn486dO3jwwQdhMplgs9lw6NChNp+bkJCATZs2/U+LWBB+A2YSTbi7g9RsNnNU361bN2zYsAHLly9HbW0ts3q6i9AMBsM9aZzl81RTU4OPP/4Y+fn53JX09NNPQxAc+iqi6MyVQJENYUT69OmDv/3tb04pd6VSifr6ekybNu2+MTvUaUUHpkajYelziuLlXTMKhUNDJiIiAhEREZzeDAoKwqBBg7B3717s27ePW8eDgoL44BIEB8YiPT0dZWVlGDFiBEJCQpzYXt3NmSQ5lEqJnp4OZZoXIjuT/w618gqCI+pYuHAhLly4gNu3b+PcuXMYOXIkR4hUbqKyJs1lVFQUFAoF3njjDV6/a9asgSA4ymxkfIkPwW63cxcIlQ4OHDiAqqoqJu1bu3YtsrOzoVAoWBbh4MGDzPUiCA6wnpwiu7S0FP/9738hiiJqamqcMBt9+vTB0KFDoVKpUFNTg8bGRicwY2ZmplNJkQ4fum+1Wo0HH3wQJ0+e5HIOPVNXbIE77NjdDomwsDDU1NQgKCgIVqsVhw8fRmtrKw4dOoT8/Hz+fAJNyhltr1y5wsrpri3P8kGpcbljcebMGeTk5ODll1/G3//+d0RHR+PUqVNO3CvXrl1jGYshQ4ZAqVTy4WO1WlFdXY2AgAAnrZnc3Nx2S6uiKGLo0KG4efMm71OTyeSUuTIajUhJSXEKolznTd5BKS+Hyw8mOUVAjx49MHr0aHbmCN9Af95r+Pj4cAehPMCTR+HtXStdpyRJ/P2EGfP09ERgYCCXAel3tm3bhl9++QVVVVXo378/P++kpCS0tLTgzp07iIuL41ZxuT5Ue6+bN286lXTuZ6xYsQLjx49nIG94eDhqa2sREBDAquj0CgkJYamYv/zlL4iOjuazhDhaBMGBMaHMnlqtxqOPPnpP56u8vBz79u3DsWPH8NFHH2HevHnw9/fnDrT169fjrbfewvbt25mUjz6f/i7HRNGe3rhxIzsqL7zwAgoKCthOT5s27Y+4BAD+pI6KXq9nVky9Xo/AwEDs2rULgGNxELW460sQHKJhd+7cgUajwYULF9hA0OTKQW7yzSh/qP7+/rwIgoKCEB4eDgBYtWpVux1CRUVFrKVDZQ7aRHTwUjRcUVHByqjp6elQqVT47rvvcOPGDaeUulx4itqxqYzVo0cPrFu3DsOGDeNrr6qqwu7du7kbIDg4mEtDYWFhTl6vv78/NBoNHnzwQabapwX39ttv88FIh8vSpUvxwgsvYNq0aRz1V1RUoL6+nlVK5fNBxpc2zOTJkzF8+HAEBgbC19cXlZWVXHYgbhwqa8mNJ80bbUZR/A08abfb+ZCnQ1p+4MpTkV999RX0ej3Onz/PwDbXNUHXO2HCBEbfE7hUzhUxefJklJeX8/Wkp6ejU6dO8PDwgIeHB4NxH3roISd5+LKyMpjNZkycONEp6tDpdPDz80NRURF69uzplJaXt+Pez8jPz+d5jIyM5M+KiYmBQqHA4cOHWevDarVCkiRUV1dDEBxRZ3NzMwP8BEFgld17DSKtkju6tA+Kiorwn//8B9XV1dBqtW6zbfIDiJ69SqVi0TxaoyaTCX5+ftBoNNi5cyeam5ths9kwd+5cp1ZWwgfcbe5IsddkMmHw4MGscxMfH+90nUQTb7PZODsqCA5nhdLk1ArsLgihn9FLrmMlig6Zg5dffhmLFy/m9VxRUYGJEyc6lTjle4wOKlfHTpIc+jbysnV8fDzS09P5kKNOSIVCAX9/fxbApM+nLIMkOfiKOnbs2CaTRZkVmt/75bwRBIH1rPr3789O94wZM9DQ0IAePXrg8ccfR15eHgtxUjek614l2ne5XVMoFPD09ERFRQUTUFJGODo6Gr6+vty+DgCTJ09mZXT6fHn7bq9evRAaGgqbzYaxY8e2wVmQ1MJzzz2H+vp6vpaoqCjo9Xo8//zz2LZtG+8FKtOMHj0agYGB6NWrF3bu3Im5c+cyXu3WrVsAHCVGPz8/nD17Fq2trXjzzTeZrLGgoIBtXFhYGNatW8ft5zdu3OC1RKWlrVu34ueffwbgkJb47rvv0NTUhOjoaLaTGzduxOXLl53WE32HIAgYNWqUUxvyvZxKyuSpVKr/2S/40zkqycnJiI+PR/fu3fHoo48iICAADQ0NWLRoEXJyclifRa1Wc53xu+++w+TJk52MgquByMrKgq+vL4KDg+Hl5YWWlhYWU0pISGB1UbPZjCVLlji1fBKoLCAgABMnTsSKFSt4MRN75rlz56BSqdC3b18sWrQIgiCwQqwcs7F06VL8+OOPOHDgAIKDg9GhQwf07NkTqampTsZYFH9rgSMCMUmS2IgQ62JdXR2DriIiIphpk+5dftARMp9wIq5GnIBy8uFKLuRu6HQ6GAwGrqeLooiHHnqI04+i+Bvb8NmzZ92m7//IoJJdZmYmAgICGBAaEhICu93OjoQkSVixYgW3iJNDEx4ezuA5+UaTZ6kIQ+AOQCafG8oK/PWvfwWAu163JEloaGhgGfQTJ05wZmLYsGFITU1lDgpay4TTovtWKpV44oknGNNDjmFpaSnT/iuVSsyaNQsZGRmYNWsWrylyEr/44gt2ZImqHwB3CRQUFHAUvWrVKs4ykgEiB1xe2qEutZSUFHZeLl26hPnz57fJjNAekzvKNO+lpaWoq6tjTpG7ZRQkSWLnip6twWCAj48PPDw8EBsbiyVLluDtt99m3AVFncHBwYytcfec6LNILdxisXAZaPbs2fjoo4+cGF9d95SnpyeSk5PRq1cv5OXlucXo0O/InQW9Xo+0tDQsX76cxTFpPw8bNgw1NTVturiUSiWSkpJw/vx5dkLVajXS0tJQWFgItVqNoKAg5qdKSEjgNdGhQwf+t/z+s7OzkZiYyDgkObU+zY8cP0hdT5TRuHnzJiZPnuyUpVWpVOjTpw+Dfuk7T506xZnb0tLSNhhB+VAoFFyyI8mTyMhI7hyy2+0YMmQIOnXqxGvDarXir3/9K/76179ixYoViIiIYBtKJazRo0dj1qxZHBzRdxFbs1qtZpZxclwsFguDdX19fXHo0CE899xz0Ol0DLr9vVl5d4zr9Hej0cg2fNq0abDZbAw/IGxnRUUFDh06xCSho0ePxqBBg3Dy5El+ZgkJCQgNDUVjYyOUSiXrUAmCw4l/8sknWQyUgj2ybRqNBjdv3uRBTNo6nQ49evTAjh078M9//hOiKDKx4v/y+tM5Klu3bkVjYyPsdjuioqIwc+ZMVvccNmwYlxYoexEVFYW+ffsiLi6OHYSJEydyertfv344efIk9u/f7xZ0qFKpuJY6derUNhGRuwVGqSxRdCDCy8rKkJCQwIuLyjsWiwVdu3ZFUlISQkNDWemUujZEUUTXrl3xwQcfYNSoUSxOZ7VamXNBkiQ88MAD+OabbxhRL4qOevIvv/wCALBarVAoFJg/fz48PT2xfft2FgUjozdkyBCO6OXodXJYRo8e7bRJ6HflC1cQHIDdXbt28WeUl5fz4WKz2TBz5kxIkoQZM2ZwDZ7mWavVuk3j02dZrVZ4eXkhPDzc6dAJDAzE448/jkGDBsHf3x8tLS3sAL711lsAAIVCgQULFuCf//wn3nzzTYiiMxusnGWThoeHB4YOHYqIiAh069aNnwk9c7PZjNDQUAwcONDJ0C5atAhNTU3YuXMnBMFRK1+2bBl69erF61gQHHwudCj4+fnBaDTi8uXLAByEeLTxL1++DC8vLxw/fpw7tej6Bw4cyEDXLl268OFHNXvKjlGktX37dqcDBACLPwqCgJ07d6K1tRWiKDq1nkuShISEBO5ycmUNpnVPmIOlS5fyGpLvkQkTJuDjjz9GWloavLy8oFAoMGXKlD9UPm3vd+Q/DwkJaYNfk98TBQmkhyTHpJSUlHBrJYGrtVotOnTogIiICOTm5iIyMpI5jDp27Ii6ujrU1tbywebl5YXY2FgolUosWbIEGzduREFBAfr374+kpCQnKnk5MF1Om05Mp66RKdkiuT1KSUlBXV0dOnTowH/SenDnTFOXInVdffDBB6yVQ/gQ+f4LCgpCbm4uO7PPPvsst037+fk5ASrpGkNDQ5nl+5lnnmEGV7mm2HfffQdBELgcZzAYuCPuySefdPrd+fPnczBDZcd58+bxGlcoFE7P0Z0tcXVq6MwgMUcSOP3ll1/Q2NjI73nqqacQHR3NcyMv79LZQ1gSb29vLF26FDU1NU54sx07djjx2RApnfz5lpSUIDg4GFu2bMGZM2eclNpdn7s8a0YZRi8vLwQGBmLHjh3o3r07//+cOXPwzTff4Oeff8ayZcv4MwlUTNcwceJEptV///33na7Rx8cHGRkZmDFjBttrub2iubxx4wY/X4VCwSKbXbp0cSLAI06w/+X1p3NU3L2I5pcmPS4uDps2bXJCXC9cuPCudU06mDp16oRBgwYx0dOoUaMwYcIEJCUlYerUqbBYLMwG29zcjJaWFm6DFgRHdOXl5cX4BpPJhLS0NLd9/fJNk5ubiwceeAD79+9Hc3Mzjh07hosXL2LkyJFtuoEkScKVK1d4cS1evBh37txxapEbN24ct28TKpvYSL/44gv4+/sjJSWFHR8SSgOA559/njMPBND09vZ26vA4efIkXn75ZU6Jjhgxgnv0/+///u+upFLyQTTwrj83Go2YOXMmBMHh2GVlZbEjJU89yh0EpVKJnTt3AgC3FV+8eBEA8MQTT7AgFpU7fs/huGrVKlbTHjVqlJNhoVQ1vffs2bMYNWoUzwE5OWazGb1798bXX38NQRCc5nzv3r0ICgrC4MGD8cMPP3CW6YcffkD37t25JdjVoGk0GlRXV2PMmDH3BAi7rn1RFBkMe7f3k+NMbd6RkZGor693anOmbpFRo0bh1q1b3J3k7++P119/3Sn1L0kOMkXXdD2l011bH7VaLaqqqpCbm4snn3wSFy9ehMFgwIsvvshrpbW11e09uh7MCoUCGzZsYAchKSkJSqUSjz32GK8bOXjW9eXh4YHr16/jgQceYKVoUiMmyoP7wa2tXbsWra2tOHbsGDQaDaxWKzw9PTF48GB2VmnO1Go14uLiEBkZyc406Tc9+OCD7JjTIU+l6bS0NCQmJsJsNiM6OpoJyQwGA4KCgtro9bizSwqFAkuWLEGfPn3Qo0cPxkK4y6662ih5ucT1PYSnIL2hPn36wGg0Qq/XM1bKZDLh9ddfx7Zt27icLUkSWlpaWCKCnCM6ZIlXRxRF1NbWAnBkKxYvXgyj0cjCfSUlJSgvL3dyAEaOHOkECI+KisLgwYOdbExZWRkkSeLzZujQodz6TZntgwcPMrmZXq9HZWUlLBYL+vfvj1mzZmHOnDkYOnQoBg4cCH9/fyf6CAoAKEMqDxYHDx6MJ5988p7AZxp6vZ4pKei+6uvrcefOHTQ0NHCmktZYe/uHglQqk3l4eDBepaGhgd+3fft2zhzTdROdAX2+JEkoLi7GhAkTsGPHjnvut/t9/T/hqISFheHDDz9EVFQU1qxZA8BRZ/v11185Q0GdH4LgQMcfOHCAyXJOnDiBEydO8OclJibetU2SAI1yvaGrV69CrVZjxIgR91UOoTF16lQMGzaMEfNUimpsbERpaSnsdjtOnDgBnU6HS5cuMV4gJCQEK1eu5P502qi0uCsqKmA0GlmDQxAcpQyl0iHwRd0INTU1WLNmDRITE7F3716m/ler1WxMXXv65cbHFVgbHx/fBmMgH+7mRv65KSkpvLmIvGvbtm2cZqX3t1frd/2TyOcqKirQs2dPFBQUIDQ0lOdKFB105ZSi7NWrl1Ntvb1BEZJarXYCu9LcmM1mLF68GIIg4OjRowyOlMsgLF68GDNmzEBdXR1T/suvX16Wo2yFIPwGNLzfNSb/TKPRyHTacXFxGDFiBHQ6HbcTEt22Wq1GSUkJFAoFkpKSeK7VajXmz5+PsrIyKJVK2O12rF27FsuXL2fwqSD8VkaUJIlZoCmi6tev310dWSohyUtGVqsV5eXl+Mc//oG1a9eiT58+zOZrMBhw/fp1eHl5wdPTE42NjVi+fDlnNUpKSji1T2yxlLKmjILBYGAa8SlTpqChocGtrRk1ahS2bt3qxHkjCALjvMLCwhizdu3aNQiCIxNApWd3a55Gjx49WISP0vc051RWIZXizMxMdjTIoSHyMHdzqtFoMGnSJNTV1SEiIsJJ6Vxe1iIHg7oY6c/g4GDm/igvL0daWhqzMdNzIkA/Pd89e/YgMDAQkZGR9+1E05g1axbfGx3MWq0WdrsdjY2NbJ99fX3RpUsX3oPy+58wYQKuXLni1lbca5+0B/onoT/KoixatAgajYYzxFqtFjdu3IDRaMSpU6cYeCw/4OVrR5IkBAcH4+rVqwDA2QsfHx9ER0dDo9EgJycHn3/+Od58800udYqiiMOHDyMsLAx/+9vfuLMsNzfXSV5GzoJN5wZxqhAWTaVSYc2aNVzqlK8pQfiN4Zn+LzU1lTNXZJfj4uKc2uQLCgqwadMm7gqbP38+tm7dijFjxjB+pry8HAqFgoOE/+X1/4SjsnfvXqYn/vjjjwE40k/jx4/nQ0OSJOYKEQQBWVlZCA8PZ+T2O++8g507d2Lw4MFtCM58fX0ZUEbdEykpKcjLy0NycjLi4uJQUlICu92OPXv2YNu2bairq2PjHxoaij59+mDjxo1obGxEY2Mj1q5di9DQUK4Nk+Hw8vJC586d+XdTU1NRVFSEwsJCJCYmMsWyKDpo3in6JI+VFuyQIUPQ3NyMbdu28SYl/MDEiRMZ+U9lLTJS8jSwHGwaFhbG5R4qW91r05tMJgQFBbEE+7fffstdHCqVykmzIiYmBv/5z38AgMGzf6Qc4DrkRoJ+FhgYiAcffJAdAUqBy0s/oujgMbHb7YwNkJc7/P398fXXXzNZ1LVr19q0YsqHWq3GiRMnoNFoUFhYiNmzZ7OBt1gs3FKqUqk4c9WxY0d06tSJWR0TEhIgSY5W2ry8PH4G8+fP59q/IDj0psjZIgc4KSkJarUamZmZbcibli1bhs2bN7PRoWxUly5dnCjPSXrBx8cHsbGxHA0S9mHZsmVOXU9yYLmc14jS5n5+fnwgWCwWdOvWDZs2beLn4uq4yYdCoYDNZuOy24gRIyAIDjxLQEAALBYLU757eXnxmnWNRs1mcxvNItr7tP7lg363uroa69atw6ZNm2CxWFBTU4NNmzY52aWnnnoKnp6eyM7OxgsvvIDa2loMHToUBw8exKVLl5xKKmVlZejbty/69u3r1EXR3mFaWVmJcePGcRcKXTft4QEDBmDevHkICQlhwj+bzYbCwkLG4+l0OgwdOpQB94RxIfsiCALjCuiA9PPzY1FEhUKBvn374tatW077gsDEBDKmfxPYmNZYdnY2HnjgAWzcuJGFCtvb85IkYe7cudi9e7eTHpvBYHDCzhDFhLv1kpmZyXT3qamp7BAUFBSgsLAQAQEBuHnzJj799FP07t2bD2bX7i55aZ5whlu2bIEgODJF77//PqxWK//5008/4ejRo1wGj4+Px/r16/Hpp59CEAQ8/PDD+Pzzz/H5559j5syZyM7OxtmzZ6HRaBgcTuSXriMnJwdPPPEEg3ENBgM75FRCkyQHL5WcII6eJc3Nnj172LlSKpV4/PHHER4ejpEjR3JWXafTcUeih4cHbt68icrKSphMJigUCuTk5GD58uV4+eWXMWjQIMYm7du3z6k0BIA7iegaCKz+R1//TzgqqampPIFEZEMPjTxClUrFeAj5oAdIm4SMq2vESuRAdysfUX++RqPhTAvxO3h4eDDa/n4OYAI89ujRA7W1tYwjyM3NxeOPPw6NRoNDhw7h0KFDqKurw+DBg5Geno6IiAhs3LgRJSUl3Npos9kwZ84cJwNUXFyMuLg4GAwGhIWFQaPRwGg0okePHtxOKggCevbsyYRk5MDMnj0bQ4cOZT2Tu92HUqmEl5dXm2d2+/ZtBmkZDAbEx8ezfMGGDRt4A7h+Hh3Ar7zyipMadE5ODs6ePcuZgv3792PGjBkcHW7evBmzZs3CrFmzuMNBkqQ232EwGJCcnOwkkU7aFfX19Zg8eTJn4ijyvX79OiZNmuSUTvf39+d1RY4XZVOOHj0KAPj555+h1WpRXFyMp556ChEREayY3NLSgv/+978AAG9vb1y7ds0tRuFuxp0MvEajwZAhQ5CQkIC4uDjGOhUXF3M9X762KRtHDrCHhweXeQ4cOODEbEllytmzZ0OtVvMeKysrc1L0paiMmE8lScLixYvh5eWFoKAgREVFwdvbGwCcOErod9o7sO+1j9obcnyATqfD6dOnMXr0aBQWFmLz5s2MVTh27BiOHTuGQ4cOYcGCBVAoFPD29naKiuUkha+88gpeffVVlruXPyvXIQgOOgCr1YqUlBRs2rQJt2/fZor50NBQbN++nXmHFAoFPv30U2zcuNFJTiIlJaXNvPTq1YvbogVBYDFF4l85fvw4d5aRptaoUaPg5eWFI0eOsFNGh0tLSwusVivu3LmDvXv3coYvICAAUVFRyMrKglqtRkZGBtO9U8cfYXSys7NRV1fH+kO0hwCHZowoitizZw8uXryI9957D01NTTAYDCxsWFVVxXbNtfy5c+dOfPzxx8jMzOT1QiXZjIyMu64FefbKarXy+iQV67CwMNa0kY+0tDT4+fnBZDKxkOXcuXOxb98+ZGRk8J/0+uGHH7Bw4cJ7Znfk68OdPb0XxYNSqYSvry+qq6thMBhQWVmJpqYmHhcvXoSPjw+2bdvGHY60H8aPH4+EhATo9XqUlpbi22+/xaJFi5CUlMSdoaIoonv37pgxYwaKioqwaNEivP/++5gwYQK8vLxw584djBw5EhaLBQaDAWfOnIEoiizZIn9duXIFOp0Offr0YT2nP/L6f8JRqa+vR319PQvgUakjLCyMD6ouXbpw25/FYkFoaChjL/Lz86HVapGYmMipYFEUERMTw50GZrMZlZWV0Gq1LJJGpQUiByPWWBIKNBqNCAwMRHx8vJMnS6q28n8TYdb+/fvR0tKCjz76iBdQfHz8PY2yu/9v73eoFkpRYk5ODnNzkGrxtGnTUFlZiREjRrQrPNbeGDlyJDIzM1FeXo7NmzdzmQQAzpw5g7i4ONy5cwebNm1CY2MjxowZg+TkZEbx5+bmYvny5Vi5ciXCwsKgUqmQnZ2NRYsWMVL866+/RmZmJk6dOoW9e/fCbDZj5MiR0Ov1WLx4MTIyMvDRRx/hkUceceIeAIC4uDgoFA56+atXr3L2KCYmBgUFBeykEkW7j48PCgsLGX9QXFyMvLw87Ny5Ex4eHvj444/h4+MDf39/1NfXQ6FQYPHixZg+fToUCgUr41JGbsSIEUyX7uXlhStXriA+Ph7jx4/HtWvXYDKZmFvjzp07KCoqws6dO9kAKJVKrF27FmVlZdBqtdwN0dzcDJ1OhzNnzjCY1W63Q6PRAHBEMefOnUNJSQkKCgoAAPPnz2fDR4ff4cOHERUVxTiSwYMH4+eff4ZGo+HuAYVCgU8++QT/+c9/cObMGS5ztWdwKWKX/1uv16OhoQGXLl1CYGAgM9vSoeDh4YEPPvgAgEOkcf369ViyZAn8/PxQUVHhtKcosyDXwzGbzVziowONtH0+++wz/PWvf0VqaipEUcTx48dx7do1WCwWfPvtt3j00UdRU1OD27dvAwDeffddfPHFF3jiiSdQXl4OwCFnkJiY6KSZRINow/39/eHv7w8fHx8m5SL8BR2Mnp6e3ClE85ORkYFnn30WZWVluHHjBn766SccOXIEdXV1CAgIQHx8PMaNG4f/H3f/HR1ltb0P4O87vU8yM2mT3nsvJJCQkBCSEEISWgIhQOgt9C5deg8dRToCIk1AAaVIURBFwAYIUrz3ily9CJZrQZ7fH7P29p0kIN7P77eW399Z6ywFkpm3nLPPLs9+nubNmyMzM5PLraIocpQqLWEWFBRAp9Nx158g/JFtfJptmTlzJrp27YqcnJwGTQT1MxfSVtWqqip8+eWXCAoK4m6iqKgoJCcns+NAzRA7d+7kMtLBgwfx/vvv48svv8Tt27dx+PBhtG/fHqLoaKevqqpCly5d0LdvXyeJlNjYWLbbw4cPx4QJE7gDyt3dnck1RdHBTdS9e3fs27ePy35EKEnOjcViwbhx4xjwSZILlIGVZqHJaSspKcEvv/yC3NxcDBkyBB4eHk74xfrrQ/rcLRYLf1dBQQGioqLw/PPPc3YvICAALi4uOHLkCFMtyGQyxs01hvOjoE3K5VNTU4OHDx/itddee+oZIZ1UeaDv++CDD3Dy5En4+fmhSZMmOHDgAAA02ONPcsjoWtq2bYuAgAAUFBQAgFPG5a+O/yccFemQ4ksUCgWXFxISEji17erqisGDBzsBeby8vODr68vkR4LwB1matAum/kOfPn06FixYgJKSEvznP//5y1GeXC5Hfn4+p9upja2urg6RkZHcVitd4FqtFiUlJU4LsLq6GtXV1Th8+DAbFakR8vLyYvS60Wh04iRRq9XMr7J37158//33CAsLwyuvvIKffvoJ77//PgwGAx48eMCL8Ulz9+7dLHg3fvx42Gw2dOvWjfWLUlNT0bNnT+zbt6+Bvo2vr6+Trog0A0TOHLVVUtmjviGw2WwcyT6tZbWurg7Dhw9nNkU/Pz++BjLwJL7o4eEBhULhdK1dunThZ0yOTVlZGR49egSbzQadTueUFZBic4h+Xa/XM0cKCU0+//zzT9zg0r/XaDRITExEhw4dkJaWhvDwcFgsFiQkJPBekILzfH192bgFBARg69atePvttznrMXXqVAYvGwwGJCcnw8vLi6+VwJNS3Ag9F7vdjsGDB6Nv3778b+PHj8fjx4/50K+qqsLNmzfx/fffQ6PRYN26dXj11Vc5a/TKK69g4MCBKC0tZaLApUuXMsfM999/jzfeeAN9+vThZy6KopMis91uR3V1NafJIyIisHz5coSHh8PT0xPJycnw8/ODUqlEVlYW0tPTmQcnOjoaK1euZGeGylq0HydOnIjq6mpcv34dKpWKgZfl5eWYMGECJkyYwNT1MtkfRGONZVEamyQoOnr0aHZspI6XwWDgtnNa24RDoLUglZKIiopCr169eA9lZ2dj9erVAMDrtUuXLujVqxeXchpbd7QfSZOFnIFdu3ahtra2gbMi/RkpsP/nn392eh7Pah+lBx9lXMk2USZQuseysrLYJmZkZHAmrzFb8LTriI2NdSpxazQap7VWP7t57949/PLLLwAc2eJWrVrBzc2N97VMJuPy2ZOm9DOpyUHKXRMfH4/ff/+dAapJSUl47733mPlZEBzElW3atEFKSgpMJpMT5X2PHj2cSjDz5s1DXFwcSyf4+vqiqqqKS4/FxcUYNGgQJk+eDFdXV1RWVmLJkiUAgM8//xw6nc6pu+fEiRMYPHgw3N3dsWXLFpw4cYJL16LoIACV0vD37dsXs2bNasBy+7+M/+ccFQAoLy+Hn58fpz/J4/Xx8YEgCCgqKuK/J0dlwYIFUCgUWLBgAdavXw9BcAC6pk2b5nTIZGVlYcKECez9El00Md5u3LgRnp6e8PHxQZMmTbh+R22OBGRs0qQJRxbSKLOoqAiDBw+GXq/Htm3b8O233zKb5LNubAD4z3/+g/feew/nzp2DXq9nDgxBEHDgwAGn1jRBEHgRU7ZHqVQ6qedK58WLF3Hx4kWcPn0ax48fR11dHfz9/RvwNjzLddYf1CZO9XLpoajX65nAqa6uDn5+fnB1dWXA2DvvvINff/3ViVGWuooyMzPZUMhkMrzzzjtOmJLIyEgADo4QMu6kVSJNCz9+/Bi3bt3Cjz/+iBs3bmDnzp3YsWMHwsPDceLECQBAfn4+unXrxoBluVyOqqoqBkXXN9hWqxU3btxAbW0t16UVCgVKSkqQnJwMvV6PqqoqlgFYvXo1jh07hh9++AEvv/wyoqOjnaJ6KZ5GSnQnNYjS7yc+i7Nnz7JRDA0NRc+ePfnnKW1PDlh9PA45vlR+VSgUGDp0KNzc3DhAMBgMGDFiBLy8vLiVnozm0w5zOvSIadfNzQ02mw0bN27E9evXIQgCrxlyIOl3yQiXlZU5cXz8WQaSnANyVM6cOQNfX19WdX7WA08ulyMrKwv9+vWDQqFATk4O3N3d8c4776Bbt25ISkrCkSNHeP3fvn2by7QajQZ9+/bF0KFDnabJZMKoUaP4d0TR0S1FBymV86RdPUSOt3PnTr7esLAwREVFcancYrGge/fu8PX1xcOHDxEXF4eQkBBkZWXxu9FoNKzi6+npydk8T09PKBQKHDt2DGfPnoXJZEJJSQmWLl2Kx48fAwBOnz6Nmzdv4tatW2jdujXy8/N5pqWlcak6LS0NRUVFKCoqwo4dO5zKzgTwJe0aaceYKIrIyMhocDiHhISgadOm6NGjBz+zDRs2ODkeRqMRBoMB/fr1g8lkQkVFBdRqNfPiCIIDzxQbG4vk5GQkJSXBbrezLaw/DAYDfH19MWvWLCQkJGDSpEn8rpKTk1n4UaquTJgfCiY2bNjAjlpYWBiSkpIwc+ZMdOvWDXK5HLt27cKdO3cY/yXdTwTorT+kP/OkQfdZVFTUICNKk4Igk8mEN998E4BDAyw8PByLFy9mAc4DBw7AZrOhoKAA27dvf+r3/l/G39ZRcXV1xebNm7Fv3z4nVVeDwcAAPxJkosOgXbt2EAQBFRUV3GVBjgotEC8vL1bwDQsLQ3l5OQMVa2pqsGDBAqeaprR3ftGiRYiLi8Po0aOhVCqxZs0aGAwGREdHc7vzzJkznVrgnmTgEhMTUVpaCnd3dyctDqluDWm1iKLIf96wYQPeeOMNJ8ZTq9XK0YggONpiS0tLG6RyGzPAZJikALLy8nIGJjf2e3q9nvE4K1ascCL+UavVDHhevHgxvv32W9y9exfz589n4TA6eCiykH42OQ9paWkMlqSfadmyJRtnikQmT56MefPm4dChQ/D19WVukfDwcLRp04aBlCqVCtHR0U4te4LgqO1TK2tOTg7r+ly7ds1pPS5atIjBlMeOHXNySCgKARwltYCAAFitVpw7dw7Hjh1jDE9YWBi8vb0xZMgQp0OyuLgYVVVVTt934cIFro+TI/ysTuJ3332HXbt2Mauy1WrFqlWr0KxZMwiC4JTVk36uTqfD+PHj8eqrr/LhR84A/QyVSqkUQWn3J11LUlIS0tPTsW/fPmzYsIH3YVFREXNp0B6rn1Km7i36t/DwcCeHXhrF5uXlITw8HNu3b8fLL78MT09PhIWF4cKFC7h48SL0ej0WL14MrVaL69evcyRNOCypAKhUu8ff3585IuRyOafU4+PjceTIkSfucTL8J0+eRFhYGF5++WXGtTRt2pQzGfWnTCZDbW0tK7ffuXMHer2+Ufzds07pNep0Omb5BoCTJ086Ee1J1XHfffddVp6Xvof6Dmd6ejry8/MxaNAgxu5JVa7r/3x94DL9HTnQRLA5fPhwzupRiZZ4ryoqKvgefvzxR7Ru3doJAE30FeSUbNmyBV999RViYmLg7e2NiIgIXj+vv/46BEFguodnGZGRkThw4ABnQIjtlp6hl5cXJk2aBC8vL6Snp6O4uBh6vR6xsbHcmgyAgy5SpiYcoUwmY7kPWpvJyckICAhAcHAwl2qI9JQGZX+mTZv2xOni4oKOHTtyq3tpaSmMRiP69++PefPmoXv37lCpVMjOzubSWbNmzSCXy5kfZcaMGWyHvby80K1bN6SlpT3z8/ur42/rqEipev/qplSr1dwR1K1bNwBAjx49EBMTg6SkJEagC8KTywdPO+Cl093dnVWHyRBID1+pyq0gCKxY2b17d/j5+cFutzvR4Mvlcrz99tv8HK5evcrcDnFxcU51Qmn6NTMzE1999RUUCgUqKir48Bg6dCgMBgNHIhQpHz9+HACY6IoUSQmvk5OTg4SEBMZxlJWVQa1W47PPPsNvv/0GAJg8eTJvEum1iKJDLVPaheHr68u6MsQA/CydRUqlEhEREQgPD8fAgQOxePFi6HQ6tG/fnjtoqqqqWA5g6tSpzHFQWlrKjgllkug5E2DP09OTyZm0Wi2GDx8Oi8XCGbTGxoMHD3DmzBmo1WosXbqUsSYPHz7EnTt3uFNr3rx5TJE/d+5ciOIfislmsxkvvfQS3n77bY78CMMxcuRIpKamok+fPnj06BE7NRaLBUFBQVi1ahU7hlqtFnPmzMGMGTMQGRkJFxcXJCcnQ6FQYO7cuQyMpEOZjOL48eOdMA5UeqApPVDo+qZOnQrAgXupvy9E0dGBZLfb2SF61j31V8up0sNN+rtSCgICh967dw9+fn5sRN3d3XHu3Dn07t0barUa8+bNw4YNGzB69GjYbDYkJSVh0qRJ7CQHBgbi8OHDaNu2LYPog4KCWH9HoVAgJiYGcrkcnp6eEEURNpsNt27davQ+pX939+5dvt67d+9i6tSpCA0Nxf79+zFkyJAGv09Zh9TUVLi6usJsNjdKzPekefToUfz888+YOnUq7ty5g59++slJ1LW+9hUBrqW2kqbZbEZBQQHS0tKYfZqAyFJtM5vNhoiICFbPJqK7EydOICoqCt26dcPOnTthMBig0WhQUVGBnj17wm63Y+TIkYiLi8PSpUuZz0Rqs2mtSp8BrdmAgAB4enqyA6bT6RAeHu5k+8vKyvCvf/0LCxYsgKurKzZs2MC268/G4cOHIQgCzp8/Dw8PDw6IqWvvae+BuuvIbtKzjouLQ9OmTZn9Vtr6TPdtNpuxePFidO3aFRaLBQsWLHAKlKTlLHon9acoOuRZpCKBlIGiTPP48eMxZ84clj2ZMWMG81PJ5XIGQCuVSnTo0MGpZElcY+RESR2p/3X8bR0VAHjrrbeYZ+Thw4dYtWoVxowZg+DgYISHh3OGRaPRwN3dHUFBQcwuSS83JCQEDx8+bPDZjaG8688ePXpg8ODBSElJQUVFRQOjo1Kp0LRp0wY8G88yKUolOub6/+7q6gpPT0/odDq4u7szzoFaZj/99FOcOnUK8fHx2L59O0eq9T+HiOgCAwOxdOlS3ri3bt1iJWBCb6empnIK/s6dO3jw4AG+++47aDQatG7dmhf25s2bYTQauW2wpKQE69atwxtvvIGioiIIgoDmzZtj06ZNSE5O5tKNWq2GXq9Ht27dYDQaWUGXSJzGjBmD5ORkpzRkY4cZtRq3adMGNTU1SE9Px/79+2E0GqFQKNC+fXsn40qOlnQz+fj4QKVSITk5GS4uLqyzkZOTg9jYWGRmZmLLli0AHJmQ5ORklmj/s4OWMlXS66d06r59+wDA6eCSRqv1D2JK+1JURY5kTU0NawqRAaIsh1wuZ/r4iooKtGjRolGVWjqcYmNj4e3tjUmTJmH9+vVcGvXy8kL37t3x3//+FwaDAZ9//jnOnj0Lo9HILamC4Mg6SjNEYWFh0Ol02L9/v1MXBIEfHz58iEOHDkEmk2HDhg0AwO87OTkZPXv2hEajcWobzcrKYvIuau0nci76/MrKSuzevRv79u3je6BDs3fv3pg1axZSU1ORl5cHURRZ5fn27dtITExkp/769eucVRJFh06VlCeFsrmC8Af2iViXyakbPHgwt/vLZA5W17S0NMYCmUwmNG3aFG3atIFOp4Onpyfc3NyYZfrgwYOoqqpC06ZNERsbi/j4eM5IlpaWQqFQoLa2ltV4aZw8eRI6nQ47d+5Ex44dWfHc19eXu7v0ej169erFJcXk5GR2uv6KDaMSvMlkQlVVFSujS21Pamoq5HI5NmzYgKNHj3Jr/dixY/n50vvTarVQKBRcqjIajWjevDmvafrsyspKzJkzBxs2bMDSpUshl8vRpk0biKKIDRs2IDExEZWVlVAoFOjUqRP69u0LvV7vFBgRQPT333/HuHHjnJwdo9GI7t274/79+06CktJR3xnQ6XRODRSi6MDASQUipfpjiYmJAMB6bNLfk8lk7CjT32m1Wpw+fZq/n8Qc65d5RFHErFmz2FbQul63bh075X5+flwKCw4ORkJCAhITE5GQkICYmBjs2LEDAGCxWDBz5kwG+VLgGR4eDqvVCqVSiYMHDwIAnnvuOXai6X2Wl5fDYrFg9uzZABwZ9v91/K0dlejoaC5p/P7777h69SpOnTrFWJTly5fDbrfzC5HOyMhIPuA1Gg1KSkr4cydOnAi9Xo+amhqW+6YDljzKqKgodoZOnjyJQ4cONXqY1J9SvQ6tVousrCyMHj0aQ4YMadBGFxwc3EBHhsCjFBVERUUxPkChULCK6aeffsoYAzKGBoMBFRUVqKqqYjp0StkR8JUyTh06dOAIje6pMWS5dP5Z9FY/wpU6C/TddLASmn3t2rXo1q0bWrRowS3DouiQCGjdujVSU1OfmHmRyf6QUKf0PUX2giCgWbNm+Oc//wmDwYCLFy/i7bffhkqlQnp6Or755htkZmbyJiKDs2DBAri4uLDxqE+GR1EE3Zebm9tTDbz09zw9PVnRe9GiRdBoNMjJyYHZbEaXLl1w5MgRpKSkICwszMmJIQE5WlOiKHK50s3NjbklyHERBAETJkxg4DO9l4CAACxfvpwNJ7XkSw90pVLJ9yfVSyJjTPclxcXQ37/33nvMuUHOpIeHBwMVlUolfHx8AICZR93c3Jzeb/0IXvr3FIDcu3ePjbRU9fyvTmpRVSgUSEpKwtmzZ2G1Wrm9nJ63VqtlByQxMREVFRUMzJ4wYQLzGUmFOAkMTGvf09MTPXr04BIx/RxlBtVqNSIiIlBTU4PY2Fi4ubnBbDbz2mrXrh1zXhDtQFlZGQYOHIjjx49j586dWLx4MR+6BE6n9yMtR0vfMdkN6j4k/hW6d5vNhkePHmHTpk0MIG7dujVGjRqFxYsXY9euXQgICGARPoPBwJiP/3XStVHW08/PzynQiI+Ph1qtRlVVFZdARo4cyd1/gwcPZm2mYcOGISgoCAkJCairq+MM0syZM1FXV9co7q5+mas+3m748OHcrpyTk4OsrCw0bdqUHWdySCioSE9Px4oVK7Bt2zankh9xXPXv359xS/WvJSUlBVeuXEFAQAAzGgMOQC/tBekQRZHb0XNzc9GlSxeEhYXBYrFAq9XiypUr3EVLhHBqtRqpqakYNWoUN37QZ6nVaigUCrRp0wZ+fn6QyWRYsWIFB7fr1q3D2LFjubU5MTGRsW5yuRzR0dEoKSnBwIED//+3PVmj0eCjjz7Cu+++6wSUa+wgFEXR6QUQIPbrr7/Gnj17YDKZEBsbi8TERI6oPT094e7ujtDQUADAihUrOAIXBAe18Pnz57Ft2zb4+PigVatWvFnbt2+P9PR03qCDBw9mcirpwUVpsPqtm5Rmk9blg4ODUVtbyxwjNB49egSVSoXc3FxMnTrVCQ2fnJwMtVqNDz/8ENOnT4fNZoPZbMZHH32EsLAwJ/Vl+m7igqGNIY38w8PDodfruS5MkacUaEXGhKKw+Ph4TvOuXLkSo0ePbjS7I4oizp07h5kzZzodeEOGDIFCoXASwGqMLbexz1Or1Rg/fjxzCHTv3t2J60TaxSKdxcXFrK8SEBDATmCzZs0YxNe+fXvYbDbY7XZs2LDBiXuHWFqpNEIihbGxsXj48CHWrFkDHx8fpKen4+DBgzh9+jSioqKcAH87duxAbW0t+vXrh1GjRjFXBV37iBEjMGDAAO5QeBIl+tOej1TQTqrtsnPnTo4Wz507x1Fs/fLEn00pZoSyAYLgcFRcXFycCOJIULN3796MEaj/ecnJybDb7fDw8IDFYmHOEVEUuXQn7fqSAuGJ5l+6bgjzJNXcqf+M6q9tSv//lefc2DMTRZGBpjSqq6udyo/jx4/n8qMgOACvLVu2hCg69MSIByM+Ph4JCQl8jYGBgQ2Iyp40bTYb84cQqRc5fXl5eVySFUUHz8nFixc5Q3flyhWsXLmSO93kcjkqKipgsViwfv165OTkOJWP6j8HqbMpPcBnzpyJyspKxMbGYteuXRBFR6MBrf+EhAT4+PgwuPZJn09ToVBg+fLlvKZVKhVzRen1ely+fJltviA4Osh8fHyYQ4oETok8r2XLlixeSyB6GtSNJYoNmWJtNhtatmyJa9eu4cSJE2jTpg2Cg4MRFBSEJk2awN/fn+0IlYgID3f48GFYrVbu/qK17ObmhsTERPj5+aGyshIRERGIioqCTCbjM40m3W9GRgamTp0Kf39/JCYmQqVSISwsDEajEU2bNsVPP/0EwOHwNEbgBjg6ZcvKyjgLqNFoMHPmTA4+aP83a9YMarXaCfsEOAC/RM9vMBicIA1/dfytHZVmzZqhsLAQ0dHRXBM7e/Ys8vLyEBISgsTERAQFBXHqVToePXoELy8vrF27FpcvX2bOBavVyhtWpVIxcG7Pnj3McUEsmDTJibDZbIiOjoZSqUR5eTlatWqFxMREZmN80mzdujUmT56MqKgodnT69esHuVyOLl26QC6XY86cOfjmm29gs9lw+vRpiKKIGTNm4JVXXgEAJCcnM8qbWE5lMhlCQ0NhNBpRUlICURQZrNW2bVtWZW7dujWKioqg1WqxbNkyaDQa1oeQy+XYvHkzVCoVq7vqdDp2DKmj41kPr5iYGFamJSMliiJH5kePHoXVanXieqDauNQgzZgxAxcuXMCUKVOgVCqZvIqI0dzd3Tlqatq0qRP51Z8dKuPHj2c2Yq1Wy1ExAMyYMYOjoitXrkAmk2HVqlU4cuQIH4YymQwdOnSAWq3mjSiTybBy5UoGyX3xxRecro2KisJvv/2Gbt26wcvLq8E6p/uZO3cuzp07B5nMQWC3Z88e5OTksMAmXRd9n1wuR3x8PLcbTpo0Cbdu3eIDu7KyEjabDSqVCnPmzGHjQkyu9Q/qxg7diooKKJVK9O/fHy4uLkytLwjCM2GMpJM6pMhAk6Mn/RmdToe2bdsiPz8fbdq0gVwuZ04kMpZ/Vnqrf4DV1NRg6tSpGDZsGEaPHo26ujpMmzYNoihi9erVvLZWr16NgIAATlE/fPgQubm5sNls8PHxQXl5OWbNmoU9e/agZcuWWLBggRMfjoeHB6ZNm4aioqIn2jRyNim4ouywdNLzadas2f9UVqbp5eUFk8nEhI/Pgp8QRZHb0LVaLQoKCuDi4sKt0HK5nAUQiS1c+plubm4oLCxEfHw8wsLC+ICkEnZxcTEEQcCnn36KX3/91amLi95xVlYWMjIyuNTwv9w7Zeyk99UYgFetVuPq1au899VqNYxGI15//fUGZ0r9Qdo+lZWVXILp378/PDw8GBBLzRKUkZSWcQXBwUfz66+/YufOnYwfJKfyWe6TFL3btWuHdu3aQRRFrFq1CqWlpSgvL2fnRS6XIy4ujrl8CgoKkJiYCBcXFw6GaD9WVlYyOSAFqrR/U1JSOHsivQ69Xo+goCDk5eXx8/n999+Z06q+3txfHX9rR+XKlSvMmUD1P6q/EwEUtdxqtVonzxJwRKx2u50P61OnTqFXr16ckrp//z7u37+P3r17Izk5Gb169WJ5cnoxJpOJuT3o+6l3vrFFQ/8/cOBA9O7dmzfEli1bYDKZ8PLLL0MQBLz55pvw8PAA4Gh1y8zMxKpVq+Di4oIVK1awUVYqlVi5ciUmT57MdX9pieZZNrL08ElKSkK7du2gVCrx4osvws3NDVOnTuWe/ujoaAYGCoIj4+Hl5YXPPvsM165dgyj+QVe/ceNGdurGjBkDX19f6PV6TJ48mb9LJpM5sUnSJACrlN2UsCx0X0+7N7lcjlatWiEqKgqurq4oLCzkSW2LNTU1aN68OVP3A3+072VnZ7N2CmErVq9eDaPRCJPJhA4dOqC4uBgymQzjxo3jDBJxcGi1Wri7uzuVzgi7EBgYCLvdDrvdjsuXL7PBo+geAB+Oly5dwujRo5Gbm8t8CWazGXq9Hn369ME333yDBw8eYOjQoejUqRO0Wi0/d29vb2zduhUAOCO1ZcsWCIKjrOjr64tly5bBaDSioKCAy0XTpk1DeHg4ZDIZ9uzZ4yQ+SYSE5MTfuHGD8Sc6nQ5vvvkmY2eSk5PZUAqCA68RExODJUuWcJrYZrNh0aJFjRpeFxcXzu5RbdtqtWLQoEFMzqhUKhEfH8+gdFK0rqmpwVtvveXEKzNu3DjIZDIEBQXhlVdeQXx8PORyOXx9fVFSUoKTJ09yRwjhv+jPS5cuxQsvvIBZs2YhKSkJn3/++ROF+aROHR1+MpkMU6dORYsWLfhzqcWT8Av0nChbZzAYsH37dgiCo6NNpVKhurqamY7pOwTBAZaX7j3CJdntdm7d7tGjB9ssmUyG/Px8yGQyNGnShJ8z4YTefPNNCILAYpj0mU/TmJLuR2k5iRyDkJAQuLm5YdCgQdi8eTPmzZsHQXBkiQh7RuWxzp0783u7ceMGCyxKAZ7nz5/nkndBQQFSUlI44ExMTISbmxt3cIaEhMDPzw8KhcLJPptMJuTm5sJgMCArK4tZXe12O7Zv3464uDgMGjQIEydOhE6nw5o1a9CtWzf4+voiNjYWly9fxrVr1/Dzzz87nU0nTpyAVqtFy5YtmRX9WYDNCxcuRHh4OC5evIh//vOfGDx4MKxWK6xWK4YOHYpXX30ViYmJmDRpEvbu3fuXspuUCQQczSNUCqazktjJk5OTnZTsaQ1RQ4HFYkHbtm0xbNgwBAYGwsvLC0VFRcjKyoLVakVqaiq0Wi28vb3RunVr5ObmOl0DZfzJpsyZMwfLly9nEsr/ZfytHRUAePz4MXvtoujomiAWP+lLlNb0pQaEImDCsVBE8zRhQWn6WqvVIj4+HklJSfySpBFE/WugTUxDCqrMzs7G3bt3IQiOEouHhwdvNKVSiby8PAQHB/P3m0wm5qqwWq3o2LEjzGYzdu3ahbS0NJSWlrKzAwAHDhyAl5cXYmNjYbfbuaa5du1azgRRTTo9PR12u509ZqpDErW/XC7ng5N0MwYMGMCLT6FQ4M0338SaNWv4z5MnT+a6ukwmY1ZO8uppU0gjaXKISKRLFB0gZermod8j0HRgYKCTQZBmBui/1Lbt6uqK2bNnY9++fVi4cCFiYmIgiiI2bdoEs9mMbdu2QRRFXLx4EVFRUXBxccGZM2cavNf6xoAE1ei90f0LgkMaYcmSJejQoQP69euHwsJCZGVlAXAAuOl9SdeodMbFxWHgwIENIj/pNVCZUalUwsvLC1lZWUhLS+PsmiA4Wu1lMhm6d+8OT09P5Ofn48cff4RMJkN8fDyXU77++mv84x//4O9LTEzErVu3uKQodVTCwsLQu3dvZGZmIjMzE9XV1UxOKAgOfZzhw4dj2LBhCA8P5+8EwIbQzc0N7dq14zbYLl26QK/Xo2/fvg1AhdJ73r59O3cb/P777wAcnCQKhcKJGFGtVnNnibe3N7y9vaHX65manWr1guDIGFA5Sa/Xc2ZPFP8gr3rttdewcOFCVFVVoWXLlrDZbFzCCgoKQm1tLWpraxm8Wd+G0HpOSkrCpk2bkJqaio4dO3JmSKPRoKamBh07dkT79u0BAAMGDODWbMpoEp+Tq6srZ2UrKirw73//GwaDgVvgg4KC0Lp1awQFBTFIn5wXQXAEHleuXMHNmzchCI5OKWljgdFoZA4cuVzu5DTVX/O07rVaLfbs2fPEd/ckG+vj44OWLVuiZcuWbAdKSkqwefNmbN68uUG32X/+8x92ZoxGI8aOHcv2Z82aNUzl8GeHuVwuR0JCgtP7aexnpSVBtVqNbt26oW3btnjw4AHS09MRGxvLWVyz2YzU1FQnDMrMmTMxZcoUjBkzBrm5uXB1dWUs2Ny5c/Hpp58iNzcXL7/8Mn755Rd88803bJ+vX7+O1NRU6PV6XLx4ESdOnMDFixfh7++PQ4cOITU1FQCwZcsWJsF87733ADhYlqurqyGTOSREhg0bhq1bt8LT0xMGgwFNmzbF6NGjeV/a7XZcu3aNO0BNJhMeP36MyspKpz18/fp1aLVajBkzBr1798ajR4/47KHgVhrU+/j4MMb06tWr0Ov1/7Mf8Ld1VKQR5+7duxEVFYWIiAgcO3aM/16j0WDMmDGs1yHV7PD29saUKVN44VAWgg7JJk2aICEhAQEBAWy4LBYLdDodDh8+jA0bNuD7779H9+7doVAocOXKFezbtw+CIHDJIDExkTdG/Vr5e++9xz32pOPz1VdfsaNSXFyM8vJyVFRU8Obp0KEDunfvzgRI0k0zZMgQ2O127Ny5E4DDo6d769mzJ3r16sULRCaTMcaE7pso2Pft28fRWWlpKTQaDSs219/MWVlZEAQHel/KxNlYpoOi7PrGihwdDw8PmM1m/PDDD6wNQYdFdnY2+vTp44Salz7PwMBAVFRUcERK0ZtcLsfhw4fh4eGB7777zunAr38/jRlbKpkkJSVxpFVeXg6z2czqsZRBkxpm6WdERERAr9ejU6dObPQIJK1SqRAREcGp5f79+8NsNmPkyJGoq6vDiy++yHPt2rV49913sWjRIidQXVhYGAoLC/nParWaIyL6O09PT6SnpzPJlCj+AbaVy+Vo0aIFs2rq9XonnSPiCaH7yc3NRXl5OfOFjBkzBjqdDvPnz2cZhCNHjjQKYg0MDER6ejqsVivMZjN/J+DAe1BKu2vXriwN8O9//9vpndEBIn0G/v7+3AU0dOhQ5uqorKyEUqlEVVUVMjIyUFZWhh49evCh0a5du6cCnUmDJyoqCgaDAZs3b0ZZWRnzu1y+fBlTp06FTCbjwIBYdWmPBQQE8FqVZgEp1e/h4YEWLVowNumTTz6Bm5sby1ZIs3FTpkzBqVOnMHr0aOzYsYNT5vTvlBGhbr3c3Fy0aNECcrmcaco7d+6MhIQElJaW8ue3adOGHQGlUonBgwdztoMYjaX7ODIyknFp1C1ks9mYlHHbtm3c3r5ixQrU1tYy6debb76J06dPczZL+rlSO/xXJ/2eTqdrwIUk3efEydOtWzd8+umnePjwIcaOHQuZTIZBgwZxWV36e0ajkTlutFotOnToAJ1Oh7Vr1yIyMhLbt2/Hli1b4OPjg+joaDx8+BB6vR7t27fndue0tDRWI6fMF9FBuLm5oU+fPvj5558xceJEp3NIOv75z39Co9Fwu7NGo0FwcDCXpYkP6LPPPoNGo8GlS5ecyrjUgUOZfHd3d+a26dGjB7OeUzmUutLmzp0LAE5s5m5ubigoKMAXX3yBgIAA+Pj4OOHy3N3dYbFYGIhNa0uj0aCyshJpaWm4f/8+39s777zTaNn7Wcff1lFprKb4pMNn3LhxrNkxcOBALFu2DFu3buW2PvrZ7OxshIeHQ61WM5PrF198wRH6Z599hsOHDyMhIQH79+/Hv/71L5w7dw6CIGDr1q148OABtFotc7TExcVBrVZj9erViIqKciK+otSsTCbjg4FadSnq3717NwYNGoSwsDDExsairq4Od+7cgclkwjvvvMMtdcQ90rRpU168Ur4WOkw9PT1ZBE7K6ujj4wNfX18EBwdz+tPb2xsuLi4wGAxYsGABRo4cyfwXly9fxo4dO/4ng0IGjhSjJ0yYAL1ej7y8PHh7e+P+/fv46aefnNLhVCKQtrwqFAqMHDmS09E+Pj6sXyQIAtfRc3Nz0alTJ14306ZNQ1BQEGbOnAlRdKjQUibIbDYjKCgIQUFBTvIJoiiybkePHj3Qpk0bmEwmdkblcjmCgoJgtVp5rXTo0AH+/v4IDg7GkCFDMG3aNKSkpOCNN95gsqlDhw5x9E9rurEpXTPkEBJwMSkpCaIoori4mLtoAgICEBcXx0DZjRs3wmKxYN26dTAajU58GMQGGhQUxOrM0sPC3d0dpaWlkMvlMBgM2LVrFywWCx48eACNRsPMuQRqpNZFwOF8UAtm/XWg1WoRHR2NNm3acGeF9F71ej26dOmCrKwsLqWZTCYnFVkqFdD7kYIYCbydlZXFOA+FQoFXX32VVdabNm0Kf39/bp0lKvkOHTqgvLwcer2e8VjUPeLm5sYYqzNnzsDT0xObNm3iez59+jRcXFywdetWqNVqJ74OciB1Oh2Sk5Mxbdo0VFZWQq/Xo02bNhgxYgTOnz/PuKugoCAkJSWhrKzMqexJ904HXsuWLZmMqz6tApW+DQYDPvjgA9y4ccMpkJCWsp82pV1ugwcPZtC+0WhEVVUVpk2b1qgNpqid6BSk7zg5OZmvhdpZ4+Li+Oc6duyIHj16MD/UjBkzMGjQIHh5eaFVq1YwmUxo3749Xxs5IcHBwewUKhQKFBYWNnpO9OvXj/W26F199913fLBKAcypqam8fwYNGsRlCmn2Ys+ePQgKCgIA2O127Nq1Cz/++CPjP+bMmYPg4GDY7XY899xzEARHOZs0u6TBhd1uR25uLurq6jBp0iRm1tbr9fDx8cH06dORkJCA6OhoBAcHY/LkyfD29obRaHRqcybHSBQdDRrPPfcc0zRIQb7UnSjt9qJr2bx5MwAwcFsUHe3QZrOZsYzUgdUYmWlmZqZT0K5UKtGsWTPcvn0bAPDDDz80sNN/dfxtHZVbt25h2LBhEEUR8fHxyM/P5w6dVq1aISMjgw8uURRRWFgIwNHf3rp1a+zfvx+CIDCVvCiKyMrKYl6RtLQ0lJeXo3nz5vzSyBOtX06ov6E1Gg1rxgwfPrzRKP5ZpkwmQ1hYGPbv34+dO3fywZmfnw/AUXMnIBM5QWazGd26dWPOjJCQEKSmpsJkMvE1paenOx3E7dq1Q0lJiRP7rFKp5F56khGgjUQcKQQUFkUHbTplD8aNG4ft27dj4MCBkMvlDAK9d+8eNmzYgCVLlnCJjdLoe/fuxb59+zBnzhz4+vrCbrcz4dX169fx3HPPObVhh4SE4KeffkJUVBSrg3bq1ImBfLTh3NzcUFNTg7Vr1wIAgoODnWThG3vmUoyBUqlk3RWZTIY5c+awovSJEyeYnE26sYkEjyLc1q1bQy6XY+HChbh06dJT1/VPP/2E/fv385/HjRuH5ORklJaWYuDAgXBxcUFYWBg2btzI7ew9e/bk90kt6cRNQYZWukbougwGA8aPH/8/R7E0pUDl1q1bc4r5//KZ0kl7Uor3qW9M6Z1ThoGcahKSq6mpwcqVK7lbZMWKFdDpdMw2unv3bqxevRqiKOL8+fMAHIyma9asccrO/PDDD7h58yYUCgWio6NhMpnw+eef4/Hjx3j99de5BN1YENWuXTtcu3YNYWFhyMvLgyAIXCaKi4tjJ95sNmPjxo28Bvr27YugoCDWICPHg5wMchjqPze9Xo/Zs2fj8OHDKCwsRFxcHM6cOYMzZ85wxwutc8Kt1Cd1e5ZJ+0QQHJkKi8UCmUyGS5cu4eLFi5gzZw4EQWBQOmWY/Pz8+J3eu3cPkyZNwqBBg+Dm5gaNRoONGzdi8+bNKCgogJ+fH9avX48NGzZg/fr1XFbz8fGB3W7HypUr8eWXXzZ6fbGxsU5CgpQxll5/Y2uqpKTE6eCmfS+TyfDSSy/h0qVLnL0AHF0sBJYfNWoUO7O0N2tqajjz1Lp1a75/6feS4+3r64uAgAB+H8QxRdcqk8kwbdo0VqCmvyMb3ZjzqVar0bJlS3YqyU5nZmZCEAQUFhZCqVRyBxe9p6ioKHTt2pWvdf369Th//jx/DwUPfn5++Pe//42ioiLIZDLMnDkTI0aMYPkYOh+lazUqKoo5gkgz6H8Zf1tHBUCDaMZms+Hy5csAgLy8PIwYMYKppalnXi6Xs8ep0WiQnZ2NkJAQXhTkNbq5uaFLly4MNCJRLnrhSUlJMBgMvHhI14VeAHmYarW6waKRiu3V740PDw9HUFAQpwYBB0EWCVyFh4c7gYLDw8OdZL+TkpJ4sc6fPx8AnGqG1MX0/fffc7QyaNAgXLhwAaLoaD8kgqeqqiro9XpuC5Yedq6urggJCeEDysXFBatWrYKnpyd/h0qlgq+vL/PW+Pr6QqlUYvjw4Zg6dSr69u3rxONBBr6oqIhb4KTjzp07GDdunJNhobILdWr17NmTnSBfX18cOnQI7u7uePnll3Hp0iWIooMZ9OrVq2ykCGukUCgwa9YsZoYMDQ3lTBwxyEZERCA7Oxu7du1iwrv58+c/sc25sWm1WmGxWFBTU8OTxurVq9GmTRv+s8FgQJMmTTjyEQRH63tUVBTWr18PpVKJffv24YUXXnCKyCIiIpwwFUqlkoGcOp0OWq2WO1RMJhOqq6tZI6impobLG40ZO8KSuLu7Mzi5urra6ecIlE7qzaLo0GeiLMDs2bMxceJEtGrViv991qxZnJHy8PCAt7c3K+8S2JNwG3SP0hZ6admKghNaG//85z9x+/Ztp5KhRqPBsGHDmLtEoVDAx8cHERERuHDhAr+DCxcuIDk5GcXFxQCA1157DZGRkWwr6HcFweEUHj16FHq9HkeOHIFKpYKfnx8SExOxdetW7Ny504nAkVTXExMT8euvv6Kuro6f3+bNm7Fx40YYDAandS+ld5fL5XBxcYFSqeRn1xjfxtOcDHpG5FzLZDJ07twZRUVFKCwsxKBBg7Bjxw4mYZNO6jqSlrdatWoFLy8vnDlzBikpKZg1a5YT7wtlBgcOHMg2MyoqCvn5+Q1Uhev/WZopmTRpEjux0pJz27ZtcfLkSXh4eLCdj4+Ph0KhQEpKCgoLCzF9+nTOPowYMQIqlQqurq4YM2YMBEFgZtgnPTOa3bt3Z8D26dOnERAQAAD49ddf2el4lndAPwc42pupLJKQkICxY8diyJAhSE5OxqlTp1gIVBQdLdvkPJWWliI0NBQKhYK7H3v37o22bdtCLnfImQCONmebzYa0tDRuyOjVqxfbm4sXL6JZs2a8z6TClJMnTwYA1thau3Yt5syZ4yQr0rVrVyQlJTmV6ommYv78+fjuu+9w48YNJqWrrq7Gv/71r79y9DcYf2tHxWKx4Pr169iwYQMOHDgAjUaDK1eucI02MTHxie12hI0YMGAAAOAf//iHEx4lODgYZrMZISEh0Ol0OHfuHFMES+vGw4YNY3AT1e2fNk+dOgXA0dr48OFDxMbGok2bNrxh33zzTWRmZiInJweTJ0/GV199BbVazT39oaGhTnwwvXv3hkqlgkajgZ+fH0aMGAHgD00HwOHAXblyBT/88MOftowSmyQ9P5lMxhTY0nt/lknXSK3Rer0eer0eAQEBTL+fmJjoJKD4n//8B4BDGIsic8AheCXF1Hh5ebEoll6vR1paGn9eYwZA+v85OTkA/jBC1AIuvb9+/frhm2++AeAAbGdmZrLjSEaxsdbZpk2bwm63w2azMU9NdXU1p+6tVivCw8MRERGBsrIylJWVoaSkhLMopP5KjolMJkN6ejprlDR2b429l/r6OvWvtW3btvj555/Rp08fmEwmZGVlYdmyZRBFB28MlQ7JiTQYDCxwSM65TCbD4MGD0a1bt6ceLmTkqObt7e0Nm82G7777jvfxgQMH0Lx5c3Ts2JGB6Y1lJhpbf2FhYcjPz0fr1q0REhLidDCRJEXLli259f3bb7/F9OnTnRw7OmylQYU0w5ifn4+7d++if//+TJv/6NGjBqzRcXFx6NOnD5RKJbp06YLCwkL4+fkhKCgIffr0cdIJI6fNYDBgwoQJABxOEN2jVEaC2JldXFy4Y4OuTa1Wo6CggK9h7dq12L59OyZNmsScKILgAN9v374dnp6eCAkJ4XdKQVVUVBTS09NhNBrRrFkz5OTk4LvvvsPXX3/NDsGTHJ2nHb5ardYJnFr/ZynT26JFC+Zm8vX1RdeuXVFVVcVOKAVB0vdDzkZdXR0uXboEmcxBFwAASUlJMJlMzDwdHR3t1Cn6tKlWq9G/f3/I5Q6tKQINm81mNGvWDJmZmbDZbLBarSynsWnTJsybN49t1oEDB5CSkgIPDw+oVCpMmzYN27Ztw5YtW6BSqTBx4kTMnDkTEyZMQJ8+faDRaHDz5k0EBgZi9erVOHXqFNRqNa5du8aBYefOnWEwGLB3794GXVYHDhyAyWSCzWbDBx98wNQMRqORS5hSlmUaWq0Wt27dAgC4ubmxyOLGjRv5/gsLC6HT6dgmkoYcEWKGhoZix44duHr1Kq8n6dlrsVhQUFAAHx8fWK1WfPDBBwAcjLX/l24fGn9rR2XMmDGYPn06wsLCcPToUaSkpKB3795MWtS8eXMkJSXxw96wYQNat27NTkaTJk3QpEkTXLlyBQAabCKpl07GfvLkydziOXfuXGzcuBFms5mlsDMyMjgLsW7dOpw8eZKvNyMjA4MGDUJOTg5SU1NZoFCr1WLz5s1Qq9VITEyEVqtF3759YTQa0a5dOwQGBuKHH35g7zc4ONipbm6xWLB582bk5OTAYDBg+PDhkMlk6NevH4YPHw61Wo2SkpIGhvlJETOloKULjbALVO+lFLcoikyRTuUi0vOgkoCfnx/mzJkDAHjllVcQFBSEZcuW4Z133nECRUvLIuvWrYPNZmONDB8fHxQWFrLBrs+4KB3Utrhy5UrcunUL3t7e2LRpE27cuMGbes6cOfxuO3XqBIVCAZ1Oxw5FTU0NunbtitatW8PDw8NJTFEqCmk0GjF37lwnjSNPT0+cO3cOgINh9erVq/D09MSwYcPQrFmzBtcrzaIQ86dareb3Re9Yqljs7u7OJan169cjICAAAwcOdKLHpvVM5Gi+vr6YP38+Yy+IPXLWrFnQarU4ePAgXFxc8Ntvv7Hey7Vr15y4X6jevmzZMs7waLVa3lf9+/fH77//jsGDB/O1ksaQ9OBSqVSsGUWZNl9fX9y5cwevvvoqZwxIgiI/Px8fffQR5syZA4VCgTVr1uDo0aNYsWIFtFothg0bht27d6N79+7MW0RR3Isvvuj0HD/88EMMHDjwiQcrzaysLGi1WlaHBcBEjIADk6BSqZCWlsY4mPrZ06eVGGmNUMkDcBh8eq4FBQWYPn06goKCmKWUWHF/+ukniKLIBJQkuFpWVgZvb2+sW7cO+/btc9rzdDiRsjL924ABAxjoSIcK/Q51PtW/frINlMFaunQpRNHB96PVanHgwAGMHj0a3t7eKCgo4Kh85cqVz6SyHhwcjE2bNqGyshJ+fn5OHSQU+EivxWq1Yvv27ay3NGPGDLatZNeOHj2KTZs24eTJk3jjjTeQlZUFf39/rFu3DoMGDUJmZibS0tIwePBgHDx4kHmNgoKCUFVVhbNnz2LVqlUYPnw4hgwZgpEjRzYqv0LDxcWFMRuEFyHnUBD+KE/Wt8ui6ODz2r9/P3x8fBh31L9/fzRp0qQBCzTZNOqU8/LyQsuWLREcHMzlcmlJv3nz5vjhhx/4OgMDA9lxSElJwYwZMwA4Mi9msxmDBg1C27Zt8cYbb/DvTJ48GdOnT0dhYSGys7ORnZ3NQYVCoUC3bt2QmZkJmUyGmJgYNG3aFPn5+fjtt9/QvXt37nS8cuVKoyrPf3X8rR2VIUOGMNiye/fuaNu2LUTRAbDz9vZGZGQkL5TVq1ezN1lTU4Pbt2/j0aNHrKJM7YAxMTEQBAErV67kw2jv3r1QqVR499138dprr3Gak8Cs0qhPFB3kZTabDb6+vkhKSuLrJabWVq1aYciQIfydffv2ZYeqviEgZH9lZSU7TosXL2bHqLKyEkuWLEFCQoLTddF/yYGg6NjX15ejG6kxorY4URRZa+fUqVMMMv0zITnprKysdJJZNxqN+PDDDxEYGOiUNpWWe+i/0jF//ny4u7vj5s2bHMmfOXMGouhgVG3SpAni4uKY1IwmgUiJknnKlCkwm83shGzevBnNmzfndL2XlxcmTpyIfv36NXqwyGQOjRkab7/9NjslAQEBjHP47bff8Pbbb8NoNHK91d/fH6dPn4bFYsHx48f50JeOrKwsPoAIbEncLYBDOyk9PR0AnNaZdNY/bN977z1MnDiRndvFixfj7t27ePDgAcaNG8dRFjk0oaGhKCoq4u/R6/W4efMmxo4di7CwMAAOB1Amk7GmyFdffQVBcACWAUeGivS16h/UjT1Xs9mMDh06MNAuOjoagwcPdmJnpf9GRUUxjmLs2LG4cuUK/Pz8GIcWHh4OnU4Hf39/eHh4YOnSpdi9eze+//57xMfHQ6PR4KWXXkJFRQXTEdD9E0cHUYuvWLECq1atgtlsdtIoAsCHTIcOHRAcHMwqvRS8KJVKtGvXjgGh9flETCYTtxFT5Hrt2jVYLBYAYC4anU6HqqoqJCUlwdvbmwHzubm5yMvL4+yPtEX/ac0FBoMB8+bNw5gxY9g+0WFO9AM9evTAsGHD2HbUz8LRny0WSwNcU2OOHnUGSve3h4cHdu/ezTi5EydOID8/H97e3qitrcWbb76Jpk2bIisrCy4uLoiIiHAK9qR74EnrimywSqVC7969+V1HRkYiIyMDPj4+8PLygl6vx4IFC6BSqeDh4YHBgwejtrYWXl5eUKlUOHLkCGQyWQO9HADcKvyk8ejRI9TU1KBJkybMqSRVVPf09ERsbCzat28PV1dX+Pv7o2XLloiPj+csXa9evRhPotFoMHToUKxdu5bvk7qbyLZTFpJsOUmGpKenIywsDL6+vk5ON41evXpxi/eqVat4b2q12gaq7dIxffp0iKLI5XDiwomOjnbCOkkDfplMhk8++YTt4I0bN/5Pbck0/taOCqXHCVGfk5PDLWTkRdLDIXGnsLAwLFy4kOtpAPDpp59i+/bt2Lp1K9asWQOj0YguXbo4SV+npKTgrbfeQmhoKEpKSmA0GjFz5kwA4FIJOQhEm0zkXEQaRREI4ECLWywWGI1GjB8/nknm6MUaDAakpaVBJpNxhohovsk4U7Tj6urKoCoPDw9MnToVCQkJGDduHKZOnYrJkyezOq90cyckJOC7777DF198wen8sLCwBpiRZs2acbeJXq/H4sWLmamQNkdpaSkDh+tv7J49e2Lu3LlQKpWs6tvYVKlUSEhIwKuvvgoATq2egiBw6eVZnCWz2YzZs2dztmznzp1YtGiRUzamsQNeOpcuXYozZ86gbdu2WLlyJd+P1Hht2LABlZWV+Omnn/DNN99AEBx05ocOHWLsgBQZL5PJ+J3R8PDwwMcffwwACAkJcXJ0AAfHAAkW9u3blztPpJP4PhYuXIiIiAi8/PLLuHbtWoODprHWccJmiaIDVBkdHc0lCblczu+WaspfffUVX5sgCFi3bh0AhyNOhplwHxT5BQYGon///pg2bRouXLiAfv36ceqeyNwIi+Pv789KxZQ1cnd3R15eHs6dO4dHjx5xSUSn0yElJQUpKSkYMWIEt4S/9tprOHr0KAAHF0R0dDR27dqFFi1aOAnGSfctEVMdPHgQFy5c4GcgdVSog4mMslqtZmE2pVKJ559/HnPmzGkg8kh7OjY2lsUJV69eDcARudJ6oCxkdna203fSQRQREcEkiKWlpXBzc+NghJwINzc3toHkGEn3EbWmx8TE8AEmCI5WcxL5E0UR/v7+DLR0dXXFiRMnYLfbcerUKQauUqlm6tSp6Ny5M/Ly8pgYMjk5mRmzR40aBV9fX6ey+dChQ1FcXAwXFxc8//zzbCcpizJlyhS8+uqrTJtA083NDf3798eGDRswYMAAp7LtvHnzcOXKFSQkJDAg2WAw4NChQxg5ciRyc3P5WZG0Bb1Tb29vZsYNCgritdu6desG10As0/Tn+mPQoEFMS0Br7EnlM+lh/sEHHzjtUYIb1N+3Xl5enIkh/ByxTh87dgzvvvsupk2bhuTkZBiNRiQmJuLDDz9scJ2AgyGWAi/AkQCIiIhg9t7s7GzMnz8f58+fd8p+G41GrF+/Hr/++isCAwPxySefICwsDBkZGYiKioLRaIS3tzd69uyJefPmwdPTE3v37mXcIAAsXLiQlcv/L+Nv7ajQ6NKlC5KSktCrVy+uo92+fZu7O0JDQ1FTU8NpMIp0pNoCL7zwAuRyOTw8PPjgJ4nw6OhoHD58GH5+flAqlYiJiUFVVRVTY8tkMrz44ou8KKl1lRYVOU8UcUVERECtVmPMmDEwGo144403IAgONsbAwEBu35XJZMxx4O/vj7KyMvb+qQzSvXt3TJo0CZ06dYJarcaaNWsaPJ8vv/wS//jHPxAbG4uDBw/iwYMHUCgU6NmzJ/773/+ibdu2DUiN6FCr31pKhoYYPcn7DwkJYc2ZTZs2OW3qqqoqaDQamEwmxlpIJw0Cjrq6unLXEgmseXh4IDIyEiEhIcjKykJQUBB8fX1RWlqK8PBwfs/Tpk3DSy+9hH79+vHfe3p6oqKigqOFtLQ0tG3bFuXl5Zzhov+nFKaLiws7D0SkREMU/8D//PjjjygoKIDBYGBCOj8/P57Tpk1zKqF5eXkhLy8PBQUFzPchl8vZoRoyZAiioqJQW1vL/16fx6Z+JFnfyaqqqoLRaOTv9fb2hig6VKyJwZU4Dj7++GN2+NPT05m9kwwnRc9arRaxsbGQyWROAHZBcKSkAbD0QmxsLGJjY/kdCoKjg+LXX38F4Khvr1q1isuvzZo1g8FgwLJly7Bv3z40a9aM1zFl0wjI9/7773PHSl1dHfr06cPAdqvVytk0YtGUdsrQtajVatjtdqSkpKBZs2ZMQkWgcX9/f4SHh6OsrKyBo0JlkYiICHaikpOTERsbyxk6o9GI8PBwNGvWDC4uLqisrGQahPpdNZQ56NmzJz788EMu73Xu3JkP6VmzZrFIJd1b/axoY7Nr16747bffcOrUqWdy7qVTWrKgv8vMzIS/vz+sVivjjYhltDHsG4GfKaNbv1xBjp7FYmGVabr/JwUPFICWlZWxg0VUD++99x4KCwu5HHj58mW0aNECBoMB06dPR1FREYYOHcqfRU0IXl5evObrd8gJgtCoen19B6P+sFqtWL9+PYtwNrZPaR47doyDtXPnzjnZC8LcBQQEIC0tjddYYGAgd5guWLAAERERXKqpb1+fNKVjyJAh2LlzJ37++ecGGZD6tkYa8FDATwSihJ3ZsmULBg8ezJxfPj4+WL16Nevi1dbWYvny5dBqtVi/fv2fnPB/Pv6fcFTu37/foI7WsWNH2O12JCYm8qIrLi7G3bt3ce/ePXTo0AEtWrTgz5DiKJYvX84LVKFQ4MCBAw0WGb0s+vtPPvnkqWlumsQWun//fhb3I0ZUmUyGEydOICwsDAcPHsR//vMffPbZZ4xhKSoqcoq0N2zYwDVznU6H8ePH4/3338fmzZuxatUq9O/fnx0NKm+ZTCbm/pBeF0WVZFgI6FlYWMhssWFhYWwUrl+/jv379z+RXKm+sSFgo7u7O2w2m1PqOCMjA5MmTYIgOIB1lLqkP0u7mmhzSrNoFPUtW7aMn82tW7ewePFibN++Hdu2bWPlUunmo5JXfn4+O1NEChYVFdWASKm8vBxlZWXcIk6gT5VKBX9/f3YufXx8MGTIEJSUlOCrr77Cjz/+iOTkZAYo1p9arZazSHfv3mXQYFBQEGJiYjgbSGBWIiCLi4tDVlYW5s6d+0Qn5mnvhtL7dBC7urrCbDYz8+jT1rNU5EwQnDtNaG/U7z6JiYlxkqdv7LNp/f3jH/8A4Mg2/NnPE0aBsorSn5ECsKW/s3PnTu4kokO5vhNBe4Q+g4CngiBg0aJF+PLLL/lnGsN7Pe09NGnShNchcQY9bf/QNJvNrItCTKtSzBSVwWUyh97UokWL8N133+HYsWMQRZGzsuRYmM1m1sWi75ByMNWf0o5FURQxZ84c7Nu3D7Nnz2Zm09DQUOj1enYEqUuHnpOUBEw6LRYL8vPzma0U+CN7SXw00rKiVqtlhl4SHzWZTPj0009ZLJRs25EjRxh7R7QMtD71ej2XSf5s3wiCg2F51qxZ+Pe///3EM4nsMu2F+lMURaSlpXG5E3CUVtPT05nF12QyIS4uDsOGDePGARLhbNq0KWNADAYDysvLERQUxNguwrDR9PPzg1qthre3N+x2O3cnAQ48YFJSEgIDA+Hm5obJkycjPj4erq6uqK2tRXBwMEaOHMnPc9asWQgICEDXrl1RW1vLvCxSAkLax41lcG02G2cJe/bsicWLF+Pw4cN//eCXjL+do1JeXo4HDx7w/zc26QUqlQ6ZeIqyKioqOEq9ePEirFYrrl+/DsABeiSDnZCQgMmTJzPBWH2P0mKxoKKiAtOmTcPMmTO5pbisrAxarRZffPEFvv/+e3h4eMDHxwd37tzBwoULodPpYLFYEBwcjE6dOnEdm+jox44dCwCoqamBh4cHamtrERUVheTkZCQkJHArY1hYGKKjoxEdHY2oqCjYbDY8//zzyMjI4AVC1+vv74+KigoUFhY26AShmZSU5CTY16VLFwAOwFRGRgbu37+Ptm3bonnz5kzCRiRWjX2eFESmVCq5Fh8WFoahQ4fCZrMxIVv79u1RUlKCpKQkqFQqzJs3D1qtFp6enmjevDl69OiB9u3b87P//PPP8dJLL/GCj4mJYXAd1Vnv378PNzc3ZkqkzUMbNTs7G4mJiQgMDISrqyuTlWm1WlRUVKCurg65ubkICQlBRkYG/Pz8kJeX56S8TIA2uVyOoqIilJaWQqlUcqse3T/V1ydOnMhcLvUHZVFIc+iLL75gx0p6KBQUFODGjRuIjo7m7rE5c+awbET9g42MRGxsLNq2bYuwsDAsWLAAvXv3hr+/P3cl3bhxA1999ZXT4eHl5cWlio0bN+Kjjz6CIDic91atWmHixIno0KEDt0pKDxA3NzfMmzcPqamp/HfBwcFo0aIFH4wymYwZf2mdENAwICCA97K07XXGjBm4ceMG7HY7MjIyEBYWhrq6OpjNZjx+/Jgdd/rOyZMnY/fu3awLRBT/giAwjb6vry9rLNGaJOBqREREgykIAuN4AMdBWlZWhgcPHkAQBOzduxc3b95Efn4+r7tJkyZBFB0Ch6GhoWwjvvzySyxatAgDBgzAgAED4OnpiVdffRXx8fFctgIcGbyKigr4+/sjNDSUdVGuXr3KbbQffvghqxSTwxwfHw+73Q4XFxd069YNJpMJu3fvhlKpREZGBhITE/len1QWlMlkDezG0w70xv6NMgRBQUFYs2YNNmzYgHnz5kGpVGLDhg04e/asE2eJXC53uvevv/4aoaGhjBWj66rv3FHmgwI/KYCUOIUEwUHsSXvFYDCwQ9GxY0duA6eSZPPmzWE2m/Htt98iPT2dHfzjx48/9ZxasGABOnXqhA8//BBLlizBkiVLGCRPQWN9p5rui94DvW+y9/Hx8YiJiXECOz/tPUjL98R7Qp/v7+/PANqwsDAcO3YMgKOyIIoii5YqFAqnln+ZTIaIiAiMHDkSZrPZCUtJn09UD9HR0UhKSkJCQgL69u3LrNTR0dEYOnQojhw5wmekRqNxKq//1fG3c1R69OiBhw8f4tKlS+jWrRt69OjBaqoRERENwGt0MNELslgsiI6Oxt27dyGKDm0gwIGjoLY2rVbLmQuKIJ6UinzSQU3ZC/LUZTIZcnNz8c9//hPjx49HYGAgYzK+/fZbnD9/nhfLBx984BTRHDhwAFOnTnXiDHjSNa1duxYuLi6wWCxIT0+HyWSCl5cXoqKisHLlSowbNw6urq7Yu3cvRo0axTgB2vRGo5HFALVaLUpLS3Hq1Cns3r3bSYRNmoHp2bMnTCYTPDw8UFFRgerqamg0GnTt2hWJiYlMUKfVahESEoI9e/YwX8Fbb72Fjz/+mGv8ouggv7JarTh+/DhTYsvlcm5hpHs2mUyoqKjglD0dIATaTUlJQUlJCWQyGXMI0Kirq0OvXr2YN0L6DIlTgaLBnJwc3Lp1C3v27IHdbkdtbS1Gjx4Nmcyhmn3p0iWMGTMG1dXVmDZtGmQyGeOIaE3t2LHD6YCTDsqi+Pn5Yd68eUx+N2XKFFZXJcAu4CixEF+Qv78/jhw5ggcPHrDui6+vLwoKCpi1csWKFXj//fe5O8jX1xcvvPACA+Zu3LiBPn368HOQOqDUInv06FFO0xJmSalUMk4LcGBtNm7cyPwMwcHB8PDwwNy5cxkYSmWLs2fPIi0tjfdIfn4+tFotlEolMjMz0bZtW2RkZEChUGDVqlWIiIiAXC5nEbRx48YxK68oOuuxSNk4aY22adMGb7zxBitzU5YlLS0N58+f5xb3srIy3LhxAyqVyol0jYYgCBg/frwT7kwURQwZMgSCIKC2thZ1dXWIjY3lPUUdL+QU0zVSdkSn0+HUqVPQ6XS4ffs2tFotbt++zc4aHZw2m42zefS5NpvNSfLgz6a7uzu8vLzQtWtX1NTUcNAHAGfPnkVwcDAMBgO2bt2Kb775BqtWreJyCb2/Vq1aoVWrVmjRogWaNGkCFxcXxMXFYenSpZDJZLxH/f390b59exQVFUEUHaSQFCgWFBRw1pAOb8putWzZEj/88AMOHjwIUXQw0jZv3hxjxoxBXV0d3NzcnJzgp836mZukpCRMnz4dpaWlyM7ORmhoKEaMGOF0wNtsNixcuJABvnq9nvf+1atXUVJSArVa7UR9DzQMnKX6UM86k5OTUVRU1Kjj0ZgyOE2r1coZD+IgIizJhQsXuDS5detW7Nq1C76+vsyiq1arcfPmTfz73/9mp0j62YWFhQgICMCPP/6IlStXQi6X4+DBg5DL5UhLS4ObmxtCQkJgt9sZh0fXTFIthMsTRZFL6i+++CLi4uLw+++/45VXXkFERMTTD/+njL+do0KDPG3g6eBKUXS0EhoMBixfvhxTp06Fv78/98X36dMHADBr1izYbDZ0794dVqsVAwcORF1dHdRqNSZNmgQAWLlyJTQaDRISEvDcc8+hRYsWTO2dlZXFG46+m4TCpBuAFjEtBqKklo7S0lIUFBSwpgZlek6cOAFfX19cvHiR5/nz5znFNnfuXAwZMgR9+/aFWq3GoUOHONINDAzEgwcPcOXKFWg0Gvzyyy/48ssvsXLlSuh0OqxcufIvbSiaCoWCVTjJaDVv3hyxsbH44YcfcPXqVajVarRo0YLTg7169eLop7S0FNevX+fn1Lt3bwwZMgR5eXkYOXIkRFHE0KFDUV5ezq2YzZs35+dMG6C+A0XPdubMmRCEP2qpK1euREVFhRNTosVigSiKLCVA4luUpfjyyy8BAH369OEWzy+++AKi6CAxo3e1ceNGBAcHo2PHjrxhfXx8sGzZMlaIzs3N5Sk1avWzKOTcUhblvffew+jRo1FRUQGr1Qo3Nzc2aE+Khp91RkVFQa/XM28OfT91m8hkMnh7e6Nbt26YOHEiysrKWO6esDVff/01hg4dis6dOzsB7iZPngw/Pz+8+eabuH37NjtwH3zwAbKzs+Hi4oLJkyfjnXfecdqzf3bNHh4eWLBgAbp3744JEyZg27ZtCA8PR3Z2tlOkSqUy6uajdSENBOigj46OxpdffomNGzdy+YtwaDQFQXDCU9Tn35HW92l9CYKAFi1aYNCgQeyMKxQKzJs3Dxs2bEB1dTWKiopgtVrx9ttvM5DYaDSyA9a8eXMmwCOm4/DwcAazSks3dP9PK8vSlMlk+P3331lYNCUlBXq9Hh9++CEePHiAH374gbFqXbp0gVar5dZWwqAZjUbU1dVhwoQJEASBySnpmUizmlar1cl5ICcsMDAQ77zzDn777TdcuHABnp6eXLame1OpVNzNM3nyZEyZMoWfj8lkwqZNm/jeCcNBHWTU3dS1a1e4uLjAZDIhPT0dMpmMgd8qlQqjRo3Cq6++ilOnTnGXZmhoKPz9/Zn5nK7d29sbnp6emDJlCgA4dTr26NED3t7eSE5O5j+TvhLx87i7u2PcuHE4dOgQUlJScOTIEQDgzN6qVat43ZFmFGGDDh8+7NSIIC0zPSmIpYaNF198kbmxfvrpJ/j6+mL79u1ISkpCx44d4ePjwyUkpVKJgIAAjBw5EgAYc9O2bVskJiaipKSEIRO3b9/mrFdycjISExOZL4smZYbLy8vRsWNHzoLfuXOn0Y7IZx1/W0fl1q1bzOBHh9/x48dx69YtTlMLgoA2bdpg+PDhUKlU6NmzJ4YPH84RiSAIXPohwxMQEMAAINpsXl5eGDFiBL94akumlKjBYMAvv/zixEJLURSB+uRyOfNX9OjRAzqdDtOnT0dkZCRSU1OZ6OzevXsMiNJqtU6Oys2bN6FWq7F582Zs2bKF2TO9vLxYjC4sLAyvvPIK0tLS0LVrV97kRARHQMv6GBuaVF6iSa29xGBLbJwajQYRERF8+JLuDRmjoKAg3L9/H1euXIFcLmddD1EUuaWbnmXHjh3ZkSP0uc1mw8CBAyGTyXD16lXGoRB1eGRkJJcPkpKS4OPjg/j4eISFhUGr1aJPnz6oqqriziGdTsfCgO7u7pg7dy7MZjMftGazmdWkX3/9dS7v6XQ6dO7cGREREfD29sb+/fuRkJCAyMjIRtO2ZBCexUGQGjUa3377Lc6dO4dz584xK+62bdugVCpRXFwMlUrFxFj0OVSCkh6Sf0bsJz0oqLRGFOFSJmKaVVVV+OGHH9C7d2/I5XK8+eabGDlyJFq2bMkaQY19fmM6P9IZFxeH//73v3/qnEgdgfql2J9//hk5OTno0aMHfv/9d3YyBMGR/bhy5Qq3D3t6eqJ3797417/+xWWgfv36cVZj7dq13CJO71R6bzKZDLGxsYzRoSyJ1DY0b96cD2cC+gYGBrLmDTG0tmrVCoCjbEO06qRVRIBuamWWy+XIyclBfn4+66IQCSGRgrm7u2P9+vXo1q0bYmNj8cknn0AQHJgKo9EIrVaL4uJieHp6sgo6HUaCILC6LwUEgiAw5wml80kPRprdfZZ19rT3Wn+QCOmjR48gCI4ypDSAoGwUNUf4+PigTZs2SEhIgKurKxQKBcrKypg/y2Qy4dq1aygpKYGrqysDdv8Kg690UrljwoQJeOWVVxAZGdnoGeXh4YHjx4+zszFy5EhoNBrk5ubCxcWFpRHu37+PBQsWwMvLC1VVVfzs27Rpw5k7tVqNLl26cAfhxYsXnYCxU6ZMweTJkyGKIkaOHIkpU6YgKysLSqUSWVlZEEUH6zjJrpCq9c2bNzFixAgmDfz111/x22+/MdM22Uyz2Yy8vDx+71qtFqtXr4ZGo+HS/qlTp7jZ40myHEqlEmq1Gh07dmTNOgB4//33WTn+fxl/W0cF+COr8s4776B3794wmUxIS0tj0itBcGQSpMDFmJgYrm8SjqV3797MLkhjwoQJDco+aWlpEASBU1eAI1Pz/vvvc189ZQpSU1NRVFSEdevW4auvvsJHH33EAlmjRo2Ci4sLFAoFxo8fjyZNmqCqqgo1NTUNQGwKhQIff/wxvv76a24rJJyIKIrIzc1Fz549uSPA1dUV33//PU6cOMEZHplMxrgAOkgNBgNMJpOTfgoZaJ1Ohw0bNmDDhg0IDw+Hr68vp4gNBgMSExMxevRo/s76USTN3NxcvPDCC0hMTMTnn38OlUqF3NxcaDQajBs3DlqtFlFRUWyIBcGROt++fTuDdqOiojB79mz+zPT0dMYP2O12Puh37tzJz45KTYAjU5aenu4EyCXWYTpIx4wZA29vbyxfvpy7RBqbHh4e+PnnnzF16lS0bdsWdrsdgYGB8PT0ZHVeKrv5+flBJpOhsLAQHTp0QFRUFKxWKzp06MBR0LOO2NhYLF++nJ//jRs3uKWcri06OpqjSRILEwTBCSwaFBSEEydOYO3atQyAo/cndWjHjx8PnU7HXTz0nTt37mShSsBBLS+Xy1FeXo6zZ8+iQ4cO6NChA2MlnmUSmzCtAV9fX3h5eSEtLY0BhFLHjzJ37u7uMBqNSE5Ohs1mQ1BQEIYOHYq0tDRotVon3h/qohMEgcVG6XufFHmSZtS6devw/PPPw2QyoV27dhBFEaNGjWLW5TFjxjB5mlKphNVqZYeE3oeXl5eT1ENxcTEUCgXat28PwMEloVarmcclOzsby5Ytw5YtW/DVV19xl6Ag/NF+fPPmTWg0Gpw+fRpubm6YPn06evXqBR8fHzz//PMQRZEPFVKkNhgMCAkJgbe3Nw4fPtygC6ddu3acvqfnRRkbsi23bt3Cu+++y6rxMpkMmZmZ2LNnDwAH3kGj0aCmpgbl5eUICwvDpEmT+B1J9WqIIHPz5s1O4pzSAEIQ/mDzPnv2LMLDw5l5XKlUQqlU4vPPP8fSpUs5U0ayHYSVi4yMRE1NDWcLyFmhbjKtVoukpCRcuHABffv2hUzmoN2n52cymZgOPzAwkEn1Bg0ahJs3bzZKWPbFF1842UapfXRzc0NpaSlnvOo73tJ3QsGzVqvls2XMmDEoKiqC0Wjk0mljUyZziLlSJyl1Kr788svsjB47dgz5+flOwp3SM4iU6CdOnIiuXbsiJSUFPj4+HAiRE263253ukfazl5cXEhMTYbfb8cILL2D9+vUcsNa306TH97+Mv6WjQmllURRx/PhxXLp0Cfv27cO4ceMYsEcPjNhUy8vL2cOkvu133nkHLi4uDISMjIzE/PnzcefOHQCO1tPz58/j3LlzTMIlCAJH3pcvX+aFGBAQwGyt0gWqUqlw69YtHD16FILgwGRYLBaEhoYy8vqDDz6AVqtFUFAQXn/9dZSXlyMkJIS5Grp06YJ27drBaDSiuLiYPfRz584hISEBhYWFiIyM5FRlUFAQK4hKu37omUgdEkFwMFYS4GzFihWoqKhAz5490atXL66/0/Dz88POnTuxfv16zqbQQUKgxGbNmmHgwIFISUlBYmIiXnzxRSxdupQjjxdeeIFTjxQRrV27FqIoIjExkUtmJSUlTqJegvCHLIJer8f777/vtC4+/PBDKBQKvP/++1i0aBHatm3LGCFRdFDD5+XlsXPj6emJ6OhodO/enZ8PdRW5urqia9eu6Nq1K+bMmYOoqCinfv+XXnoJlZWVvFZovPbaazCbzZgzZw50Oh3mz5/PWQhK7dYfo0aNeup61+l0jJmyWq24fPkySktLUVJSAnd3d6hUKnTv3h0XLlyASqWCm5sbKioqUFJSgt69e/P3r1mzhtP1U6ZMYRAxGSe9Xo8pU6Zg5cqVDAj29PSERqPB+vXr4evri1dffZUJmj7++GMIgsCMvTSGDBmCsLAwjv62bt0KrVaL9PR0Nvjl5eXo0aMHH/ijR4/GqlWr8MMPP2D+/PkYMmQI2rVrB5vNxmlvqWP1tKwVOQuU8evatSsz5VLnVWFhIbMsZ2dnIyMjAxkZGdBoNOjduzdefvllGI1GvrdNmzahqKgIGzZsYNAzjXHjxjU6R44cyVo5AwcOhM1mY6kEaaZ048aNvDek2QxyeKT35uXlhZiYGFYUlv6bKDZsf6bp4uICrVbLwYU0kyL9fWlnHP09lUaDg4N5vSkUCthsNoSGhiIqKgobNmwAAHz22WdO2TyZzMFoPWzYMHz77beYOHEiMjIy4Onp2UBPys3NjXlVrl69CsDhqGzfvp0/W6vV4tdff0WXLl34wKNrJWeOGLKlulFNmjRBbm4uiouLnUrHXbt25YxgUVERWrRoAXd3dwbLCoJDVuTLL7/krqExY8Zg5cqVsFgsuHz5shMnEo3mzZvDZDKhrq4OJ06cwJtvvgm1Wg1PT0+4uLjgX//6Fy5fvsyYHlIIpzPDYrE46d/cuXOH9yJJDlBJS6lUMrmnRqNBTEwMYmNjodfrsWrVKu4O0+v1nNGr75hL10B9x6l+Wen06dN49OgRZs2axUBhQXDo1ElJ7eqvLVoPp06dgslkcnJOz50754TD+6vjb+mo1H9w9Tdl/ZqtTOZgRNTpdMjPz+dU+9WrV9kbvnfvHkaNGsXGMCgoCO3bt2fwl9ls5r59o9HI6dv6L5r+jgTOqI2WNCeWLl0KFxcX3hwjR47Ee++9B0EQcPz4cdy9e5drlKSuSZGZ9HCv76n7+flhwoQJ6NWrF5YuXYq6ujpmIXRzc0NtbS02bNiAwMBATJgwgTMm/v7+mD17NgIDA3HixAlWWZYq4srlcm4fW7duHTp06IBOnTohMTERn332GUTR0dHw22+/4aWXXmLxPqJ0pvtITExEcXExmjZtiuTkZMTHxyMuLo5rmjKZDK1bt0Z5eTkj7Ml7lxq/+Ph4bNy4sQGN/t27dyGTOaiqU1JSMHLkSOzfvx8GgwEHDhzgn/v222+xe/duVFRUcPeHdP0Q/sJsNnML+yeffMIqqTT0ej3eeecd3L59G7dv38bVq1fx8ccfY9euXWjWrBmn0akM+NJLLwEAFi9ejL179wIAhg0bBk9Pz6eudx8fHwbPxsXF4eWXX4bJZGIHm1pRa2pqGuyF+ntEum9INFCabXrSJMzD1KlTkZmZCcBBamW1Wrm1GnCw87q7u2PMmDEsB/HOO+/AYDDgzTffhCAImDNnToPDvv64cePGU52R+uURwpw1dt8hISFcliRQIkWqNpvNCXMiiiJnu7y9vZnmnjJYNAjjdfv2bae9+KRWVMKQRUVF4ezZs8z8vGXLFphMJgYlBwcHY/bs2QgPD0efPn0wYMAAFBQUIC8vDxaLhR27qKgoFpF86aWXMHbs2AZOTZ8+fXDhwgXOjkkPDI1Gw9kZclg0Gg38/f1hMBiwZ88eLFmyBP369ePDJzAwEC1atEDXrl3Rv39/xMXF8YEpiiLLPtA9m81mVFRU4J///Cf++9//Ij8/HxaLBe3atUOvXr3YiZ42bRoyMjKcyplbt24FAA5OtmzZgoKCAqdg4fr169i5cydsNhsUCgUuXrzY6OH4pOni4oImTZowFMDDwwMdO3aETCZjCgBBcGSVTp48ybQJv/zyC5P0bdmyBSkpKQ3Wr9FoREVFBTIyMnDy5EmMGDECVqsVr7/+OmfyqYOQMh+kuk40EGazmZmIpZIljd0LZfme5GzQfzds2IDCwkLk5uZiwYIFWLhwIdatW8dK7NKupLq6Orz//vtYvXo1srOzmZfIx8fHSbQTcJASnj17ls8rcgY7d+4MlUqFbdu2cePCokWL4OLiwr9LrNz/l/G3dFRu3bqFmzdvQhQdkuze3t4YO3Ysbt26hX/961949OgRlyhSUlLQoUMHKJVKLFy40Olzpk2bhtTUVJw7dw5t2rRhb1zqncvlcsTGxqJVq1b8wnU6Haf2SRCQMhfSUop0Eo8IYTFEUeSDnH6GgHZqtRpLlizBunXr0LlzZ+5SePfdd3HixAl4eHhg+fLlnMbX6XRYv3494uLiIJfL2dBOmjQJU6ZMQYsWLWC32zF37lyMHTsWISEhOHDgAG7evIl169ZBo9GgsLAQwcHB6NKlC27dusVZG+KQoBq51OAFBwezroogOCLZs2fPMkBXev+ZmZnIy8vje5QyttIURUcbJmU88vLy4OHhAaVS2SjPhCAI3Mrs5eXF0WSbNm2cgKparZa9dWLUdXNzQ/v27bFs2TLExMRg0qRJvFk3bNiA77//Hm3btsXy5csxffp0Ji+7ceMGrl69yk7rX5lKpRKHDx/G+vXrkZOTg8GDB8Nut/9pJNG5c2deuzNmzOBnSzgqQXBgI+iQsFqtCAwMhNVqhbe3N/z9/aHVamG321FUVMRrd8SIEQgKCmIMFZU7pYc9pZvJIZLJZOjVqxeKi4shk8mQkpLCbfcxMTH886IosuZUQUEBFAoFduzYAZlMhrfeesup2wQArzdPT0906NCBHXliw6WD0sXFhUugVKag66W1KJPJmMSL1hXhbkgL5tChQ0z6RyKQycnJLKBXXl6O/Px8JCYmYufOndwFcvnyZVit1gaOCN2zlNNkwoQJ3Bqdnp6OJk2acDssXTNlD+VyOYqLizF+/Hj+3E2bNmHz5s3o168f1Go1M9kCjizbsWPHMGTIEG5Hro+leRLIWq/Xo2/fvggICMDWrVuRlZX1TOvX29sbeXl52LFjB4KDg6HT6dC7d2/MmDGDOadozcyYMQO9e/eGXq+Hj4+PEzfSkxxPspNJSUk4duwYPvjgA/To0QOtWrViwG1OTg769euHmJgYDBw4EO+//z6MRiPi4+Ph5eWFixcv4r333sPs2bPRpEkTdsgsFgtKS0uduvyoLZveiVwuR58+fSCKolO7NK0hWmstW7Zkkr7c3FwWlJQOk8mEXr16MV7KaDRi9+7deP/995kUkWypl5cXhg8fjn379rFqspeXF6ZNm4YRI0Zg+PDhsFqt6NevH/bu3Yuqqio0adIEoiji3Llz2LRpEzp16oThw4czZo/aglUqFaxWK3r16oVevXohOjoaJpMJ8fHxDIqWEku2bt0aFosFbdq0cer+iY+PZ/oNeibSDLGrqytefvllXtN6vR5+fn5cOh4yZIjTGoiPj8fdu3cxb948KBSKZzn2nzr+lo5K/SHlQKHh5+eHw4cPo0WLFmjZsiWWLVsGvV6PcePGYfv27ejRowdkMge1PrVPde7cGY8fP4Zer3dCd/+ZZy6TOZgJVSoV8vLy8J///AcPHz7kzMjTZlhYmFOrb1BQEHurP/30Ezp27Ii8vDzmMaEU4hdffIF//OMfyM7ORnx8PHQ6HdM/37hx4y9p8zzNeAQFBWHhwoXM2qrT6VBYWIgJEyZg1KhRHBVIfyc3NxeXLl1CRkYGcnJymOshNDQUffv2Rd++fREZGQmr1cpdO1RPri/ylZOTg7Vr16JHjx4wGAxo2bIlqqqqUFVVxYeRyWRCSEgIT3J02rRpg6ysLISGhiI/Px8//vgjli1bho8++sjpO0j9+ujRoxBFRxvpiy++iF27dsFgMMDNzY0xBzdu3EDTpk0RGRkJDw8P1kLq0qUL18j9/f3ZYdi6dSsePHgArVYLq9UKtVrN4mnU7vhn49tvv8U///lPAA66a6PRCBcXF8TExHA3izTT5ubm9syA3sbe+e7duxEcHIxDhw6hefPmXHZxc3ND8+bNERERgaioKMjlcic5+D87hOrP1NRUZoL+s+uSy+V45ZVX8Prrr/NaIUyBIDjajKUOA2Ux2rZty7T+lCqnPdu+fXt07NiRr5+6MQTB0ca7fft2p4O+vLycuV5ef/11fPjhh7h48WKjGZX691xVVQWFQsFstXq9Hm3btuXSIYEaCR8RGxvLB2yzZs2wd+9epyyO3W7H4cOHcfv2bVRXV6OsrAylpaVOGIPc3NxGgdH1Z2BgIARBcOLCoUl6R/TM9Hq9E1CyX79+nImivzMYDAgODoa/vz//G2GN6tsLuVyOmJgYjB8/HseOHeNWX8AhkEfZuhs3bkCj0aBz5878rgIDA6FWq7mZQKvVNhA7feONN5ijRiZztHZ/++23Tra7sbU6adIkjBgxgtc5BVjdu3fnFvRffvkF3377LX755ZcGe7a4uBg6nQ4nT57Ed999h0ePHuHRo0do37490tPTIQiOUldZWRm8vLwayAVUV1cjNzeXmwuoa5XkVCiAPHnyJFasWAGLxcL8YZSBls76JJMuLi7sFNX/N8I0GgwGpgy4ceMG9uzZw2uLGgzoOVNWivaei4sLl/Olz5Yy9uT0aLVabNmy5U9t4J+Nv72jcvXqVTRr1gwlJSVO2jxlZWXo1KkTfvzxR/7Zo0ePMseDIDg6AObNm4d79+7xYQU4VC/feustiKLIvAvR0dFo164dAAemxMPDA6IoOpUfRFHEoUOH+M/E1bJ7927YbDYGUU6cOBEtW7ZknE1YWBhmzpzJ2BGlUslcIt7e3vj4449x584dTtGT+qlCoeCap6urKxNLbdy4kaNRlUqFxMREtGrV6omHV7du3TB48GB4enqiZ8+eWLRoERQKBdMg+/n5IS0tjbkLLBYLFixYgPbt23P0Wv+AICNHnB6AIwps3rw5QkJCMG3aNKxfv55LUOvWrYNcLnfSYLp//z5yc3PZkcvKysKCBQsYEAkAx44dg81mc1oTX3/9NXM5SIG6crmcywRUlqBuBiLzetokXIFOp8PBgwf/9DCWyWSc3TIYDNiyZQv0ej0flvWxHc86LBYLzpw5w7pMgvBHCyeB7qTcGu7u7tixYweX4EifSalUYvLkyVi7di2USiX69u2LMWPGYPLkyVAqlU5dBZ9//rlTLT4iIgKLFi2Cv78/Bg0a5JRhqv8spCl9yvrQOqa/o/+vra3FiRMnYDAYMH/+/AZODHVc5ObmYuLEiUhOTkZQUBBCQkKcxNmUSiVeeOEFAA7RP1pDMTEx0Ol0/C6Jfyk4OJjv7cqVK6z2evv2bezatYv3liA4SPykLcsvv/wyz23btmHbtm2wWq2wWCzMMtyjRw8IgkMXiZxfQRCYPOz3339HSUkJdx1K7Qh1vT3NEaJ2dWmGiZzrkJAQaLVaxkxJmw2ka4dmeHg4Z4itVitOnDjRQPG4frlbWg6nDF2zZs2ccHv07iIiIjB69Gi8+eab+Omnn564zk0mE9vkWbNmMfjytddeg8ViQb9+/Zg7pP5elJY/qIQsCALOnj0LwGGr09PTkZWVxWVBYnpWKpXIzc1FUFAQ41Ly8/PRtWtXzj4MHz78qXuU8FtkO9PS0mC1WqHX69GvXz/IZDJWvG7s2qV7h+QuqLOT3tncuXNRVFTEWXYqfTdGl0/vnziznjQBIDExETqdjhsydDodPv300z+1d9K/p//K5XLEx8dj0qRJ+Oyzz5i4VEoyGBYWxl10/+v4WzsqpM9DN+7q6gq73Q5vb29ug1Kr1YiJieEHQbO+IqeHhwc++eQTAGD6dLPZDLPZDLlczoyQjx49wvjx451SldIX4+Liwih/ih4I2FpeXo4zZ87AYDCgqKgIX3/9NU6cOIERI0agdevWOH/+PMxmM7c3Nm/eHN9++y3+8Y9/sHAbgaJo4UmNDB2ChMh/6623uKwSGRmJnTt3QqPRYNKkSbzJpd7s9u3b4efnhx49esDf3x+rV69mtVkSqGrTpg2Ki4uZipvaLGnjC8If5TMCtBmNRri5uTFmgw6Uli1b4ptvvuHvj4qK4u6rS5cuMZEQAQwpdatSqdCnTx+cOHEC3bp1g0KhcDIgYWFh8PDwQN++fbFu3TqMHTsWgwYNgt1uh7u7O9q0acM6LRRlJyQkoEePHizIFx8fz5igjRs38uF548YNpKSkYNOmTdDr9dDr9U6YhrFjx0IQBG75JV0huVyO9PR01kYxm81/avTqc3jQHDp0KJ577jncvXsXSqUS1dXVGDBgAKfdjUYjt3MTPovE2CwWC5dsZDIZ05WTMQ8ICGDH08PDA/7+/ggMDMSmTZvg5eXF16ZSqfD555+zg//yyy9DoVDgpZde4vQ6tZKSo0KHmVKpRFBQEJKSkqDRaJhPpKqqCp07d8b333/PgQF12klxZ+RkiaKjc+CLL77AgAEDWMrg1q1bqK6uhp+fH1588UXExMQ4ZQGkRlatVrOcBeAorS1cuBD79+9nTNK///1vxvKQim39LEp97JgoisyLo9Pp4OnpCblcjunTp7OdMJvNeO6559C0aVN0794dERER+PLLL7F8+XJkZmZy9oSUwv38/Bqw5NZ3GshZrX+AUGaD8G7S0mtsbCy0Wi1KSkogCAJ8fHywfft22O12VFZWMnhW+tzo4Kf/rlu3jm0ElU2mTJnC0TU5zKSu7eXlhbi4OLbHWq2WKRqoI0smkyEyMhKJiYlQKBQwm81ITEzE7du3odFoWBeHOlzo2ry8vJzYsWmfCoLAhyJlqywWCztlJpMJPXr0gNVqZcAvcYrUzzpER0czgPhJIyAgACUlJWyrXVxcmMqeHEkiQdNoNNw2LM2MEn6K1r6Ul4v2Et07lVboPVksFv58lUrF9+nm5oaFCxdykCidgAPYStdHe9nV1RUWiwWLFi2CIDho9A0GA4YNG4Zhw4Zh5MiRGDduHDw8PNCmTRv07dsXo0ePhre3N68vCiKysrJgMBgwYMAA5ObmIjQ0lLFX/+v4WzsqpM8j5UChKU17TZ06FRMmTMCgQYPQv39/9O/fn1NWX3/9NU6ePMl8JyRIKK3vSiMCqnkSPTuB+AjdTqRmUl0QqXcs5bugmvPcuXPRvn17HD16lMG9Fy9eRExMDEJCQhj0lp+fj1OnTqFv375OXil9vs1m43axtLQ01qwRRZFR7EajEXPmzEGXLl0QGBjI2RwpTX1jnvKTJrUbBgYG4rXXXmPSJLVajdatW0OpVHL2iVLMKSkpqK6uhtVqRWFhIac7Dxw4gMzMTHz00UfIy8vD6NGjATiyERkZGejYsSMOHToEm83GbcT0jGUyGWdIpAcbtTl/8sknOHfuHGetRo0ahZkzZ2LLli3o06cP1Go1goODcfHiRQwYMABhYWFo2rQpoqOjsXnzZjx+/JgdlaNHj8LHxwcxMTGIiorCwYMHOYvzZ8+L1lZUVBQbPanmlHQ8CaRZ/zPbtm2L4cOHQ6lUsgNJcgFSpkhyIGUyGYqLi5GVlcWEhwaDAV988QVKSkpYfZfKEJQ2lxqS4OBgrF69Gt26dcOLL76IoKAgtGrVComJiQgODoZCoUDLli05E+Dt7e3UkdKsWTPO+BUXF2Pfvn1Ys2YNG1VqUX7uueeQlZXF96BSqZCeno6mTZuisrLSycmjaL5169aYNGkSOznSqVQq0b17d2g0GoSGhsLT0xPr16+HxWIB4GA1njZtGt/Hw4cPER8fz+922rRp0Gq1GDduHOx2OwYPHsyU7aLoaEVes2aNU5ZIq9VyqYIObSK7u3TpEpRKJWJjY3Hv3j1cu3aNo+bGwJMFBQWoqKjAuHHj+M/jxo1z4kWhUoUUjyGVKnBxccFnn33Gh3daWhpUKhVOnTrFay4xMRGrV6/mz7XZbJxV8fDwwKlTp6DX6xEeHg5BEDB79mw+CBctWgSj0cj8StXV1bwPW7VqhcLCQnh6eiI0NBSFhYWYOnUqcnJyOPs9ZcoUTJ06FQEBAYiPj2dQf1VVFaZOnco8R6T1Q+9SKuZX//mZzWaEhITAZrNBr9cjPT0d/fv3d8IJenl5YefOnVi1ahW0Wi1atmzJTkR9FlrSZHvSuH37NmbPng2r1Yp169ZxNr1Pnz6Qy+UYPnw4Lly4gEWLFiE3N5f3aXJyMsxmM5OMxsTE4ODBg8z98rQpPW+6desGACgpKUFMTAzc3d2RmpqKwsJCWCwW2O12vtaysrIGrLoWiwU+Pj6MzcvMzMThw4dRXl6O0NBQVrym8fbbb+O3336DzWbjrPjdu3ehUCga4LLo3QCOJgWTyfTE5/is42/tqDSGTak/7t27x8C/xlKn0khBFEVkZGRgyZIlaNGiBbMjUoS5dOlS7oGvra2FwWDA/v374erqirq6OnTs2BEJCQkNQG2CIDAwiQjXBMHRjfDll19i//79MJvNCAgIQLdu3XDnzh2MGTMG4eHh/Pt6vR6XLl0CAHz//fcQRRGvv/46AgMD0atXL6cDWqPRoE2bNhBFkWv3L774Ivbt28f15uzs7GdyRAjcazabnToY3n33XWRkZECn0+HAgQNISUnhCCk7O5vJySZPngwAzH3wtEkpY3ofUuItnU7HLXzSZ0s03OPHj2evXKVSISgoCIWFhXjuuecQHh6OVq1a4cKFC5whAcBYH8Ah8CiTyXDu3DkGcMpkMqaaT0lJgUKhwPz5852eTWP3IX1n4eHhThgODw+PJ2r+1B9SYObx48ehUqkwYsQIBAYG8iRgNr3XxnAGT5tWqxXh4eFQKBRITU3lyKuyshKdO3dG06ZN4evry9HtzJkzcfPmTaxcuRIqlQqpqalMIEiHFqXL/8p1NHYo10+Bp6SkICcnB8HBwRBFB0+I1Mlzc3PjSFTaxUOlIEFwRM2BgYEc2VN9Pzc3F48fP4ZGo8Hq1asZE5OTk+P0TqX31dj7X7p0KXJzczFkyBC+J6VS2SiYtH79HgCaNm3KxGVhYWEYNmwYoqKisHz5clitVnZ0pDarflAlkzn0eaTYNxKupBZleobS322Mw4n+jYIAkuYg7NL69es5q004hdDQUFgsFjRv3hxlZWWsKi4IAuNWPD092Xl70qBgjSgGzp8/DwD8Wa1atcIrr7yCrKws5mmid5Samsoq6wQELS4uZvshvVcvLy+EhIRw9uuDDz7Ajh07GA9TVFSEPn36wMPDA1OmTMHjx4+Zx+ZJQyaT4e7duxgzZoxT4EvXTnskOTkZI0eOxOLFi2GxWNgh6dSpE37++WfodDq88sorOH36NJfevby8WMhyy5YtLClQUFAAPz8/lsXYtm0bOwpKpRJarRbh4eFcRiLi0DZt2sBsNsPf3x/t2rVDeXk5E741xm5sNpvRu3dvvPjii1i7di1jUcjpKikpQW1trVPZlmQXPD09UVdXh0GDBmHcuHE4fvw4bDYbPvjgAxYi/V/G39pRkerzPGkUFBQgNDSUI6EjR45g8+bNMBqNsNvtOHToEB48eICHDx/i0KFDCA8PR8eOHfn3pWlIkrmPjo7mdKROp0PHjh1x48YNmEwm2Gw2JsKS6liQDsvTPGMXFxe88847nK4jI0HA2JKSEk6PUnRfV1eH4uJidOvW7U+Nv/T/qaRitVpx69YtHDx4kHE0b7zxBgsliqLIqXkC5lVWVgIAWrZsyWW2+liC+s4acdAcOnSIW5EbewY2m40PX8LeSA0wpXRramrw4osvwsvLi0t2NNq2bYuUlBRmOmzsAJQadsCBY6B6aXZ2Ns6ePQu9Xo9Tp07h0KFDiI2NhSg6FJdjYmIwf/581NTUwG6347nnnoNarcbLL7+MHTt2YMSIEYiOjsYLL7zAqP1Fixb9JZK3xob0nUpLDI09Ry8vL6SnpzuBwiMiIvD666836hRIZ21trVNZavjw4fjyyy8xZ84c1twBHG2F0qidwHL1U/GNTaKDnzx5MgThD/xCx44dcebMGWYOFgSBW2AzMjIwfPhwtGrVCkqlkukDampq8Nxzz6GyshILFy6EVqvFnDlz8PHHHyM8PBzx8fEIDQ3FiRMn4ObmhsLCQi5nSB0QKZaGDjO1Ws2gQlF06M7Y7Xao1Wps2bKFtXro+uuLtNWflN6nMh3tHRIh1Ol0aNKkCTOCymQOgjsfHx+YTCYoFArOpgiCgBUrVuDEiRMoKiqCXC5HixYtGj1cqGRQ/72EhISwKjHdf3JycqPMxiEhIVwma6y8VP+e1Wo146E0Gg2GDRvGa/nq1avQaDRYsWIFR+A//vgjBg4cCLvdDjc3N3Tu3JkVigVBQF5eHl588UXGlbm5uTFTNqkok7MaEhKCqKgo2O12eHp6olu3bgwUDQ4Oho+PD3Jzc/HZZ5/h7Nmz6N+/PwTBkV3KysoC4KAOoH0ik8mwbNkyREZGomfPnmjbti28vb2fuFdF8Q/84vfff4/33nsPH330EXd5JSUlOWUot27dCkFwSIhERETAaDQiISGhge0m0LD0zxMnToSHhwcuXrzIDqWPjw9iY2MxdepUZkRXq9W4e/cuQxKkNtvb2xt3797l67l37x4EwdFJJxX6DAkJ+VP7IV0PhKu02+0QRRG9e/fmkr5CoUDr1q1RVFSEiRMnorq6+n+3jf/zb/7/eAwfPhxTp06FzWZDVFQUmjdv7lRDTE9PZ6CVVHQvKSkJd+7cYVAljcePH+P8+fOYPn06FAoFtm/fjvfffx8DBgxgLQiS2CZwkL+/PyorK/HLL79g+/btcHNzg4uLC/bs2QONRoNBgwYxCp+i6vT0dCe2R29vb0RFRcHT0xP9+vWDt7c3ZDIHqdDPP/8Mg8HA5E4pKSnw9vZGx44doVKp8MUXX+DDDz90ykKsW7eONZBoLFq0CHV1dQDAuB1aTBMnTgTgQNUrFAocOHAAeXl5Tkh+ooI+c+YMb5rIyEhotVrk5eU5ASmHDBmCPXv2YO/evRBFh9L03r17MXfuXIiio000IyMD27dvx65duyCKzi2dNPr06YOysjI+pJKSkuDt7Y3ExETW2wHQQMn0/fffx5IlS7jMEBQUxNFsUFAQ7HY7OnfujAkTJsBqtcLX1xerV6/mWntjc/jw4ejZsyf0ej1+/fVX5OTk4OrVqwgODsZbb70F4A/Hcdq0aSgvL4darUZgYCDGjRvHAO9evXqhsrKSicykqdZnGVKSsDfffBNJSUlOjvaOHTsQHx/v1DaYnZ2NhIQE9OrVCzU1NaipqUFRURGKioqQkJDAUXpkZCR8fX3h6enZoIyakpKCtm3bMk+GNG1M46uvvuJUuXRmZmbi/Pnz0Gg0WLx4MYKDg6FSqXDjxg3mt9HpdLBardwdBgA//PADc01ID1fCKFFbKbFuEvX86dOnWRiSPpPwXuXl5SgqKkJERASKi4tZk2bRokVco+/Tpw9/V1BQEIKCgjB79mxMnz6dy5ejRo1CaGgoxo4dC4PBgDlz5mDDhg2MkSGGWjLWfn5+8PPzw8qVK7Fw4ULcuXMHmzZtwpYtW7BkyRL4+fnBbrejsLCQMUw3b96EVqvF6dOnGwQA9Z0NAuULguBE5iV1HKRiiNLfraqqQs+ePeHu7s4YM3KQlEol2y2iOgccRJdSZetnmcnJyXj06BEABwcNOdCU+Tlz5gxGjRoFnU6HPn36oLa2FjKZDNnZ2bh06RIfdn5+fmyPq6urGYtF102Z37CwMC6d6/V6di6JuVYQHEEjiexJsR9KpRIA2J6Tuu+xY8eg1+sxd+5cKJVK1r+RDnLsZTIZ+vXrx450eXk5Bg4cCBcXF17v7733HgDgwIEDsNlsDGZdtWoVY0+Cg4MRHR3tpBotDbQqKyvZVnfq1AmFhYWQyWTM37R3717uuMrKykKnTp0YVA+An1lMTAwHoADw6quvOjnxnTt3hlarxalTp9gBu3jxIuuW1cdpURaJ1lBgYCBnbL28vNC/f38uLV+8eBFnzpyBv7//M9nBxsbf1lHJycmBr68vAgICoNFoGkwCgMpkMixYsAA///wz7HY7YmJikJ+fDy8vL1ZIPXbsGBs8aUqVGBXVajV7twQqGjp0KHbu3AlRFBmnERYWhuDgYCiVSphMJnh6erKBIAND16RSqWCz2fhnKYogo0JAK+pDF0URRUVFiIyMZN6FVq1acXsqpTITEhLw+PFjXLt2DZ988gm3t9EICgrCiBEjEBYWBoVCwWylQ4cOhUKhwPPPPw+dTocxY8ZwWYyMG9X8AwMDUVBQAFF0cKkQaDAnJ4czUISkFwSBeSdICyklJQW+vr7sbdcHNgOO+qbUqSNHMzo6Gjt27GBcS/PmzeHh4YF169ahadOmXAahTRYaGoqKigqEhoYCcGxAuVyOgoKCPzWuBCKLj49HUlIS4xhsNhsuX74MpVLJWRKlUomePXvyO6QZHh4OnU7nFAXRPYWHh8NsNjtp/TxtSB2VoKAgdO7cGRUVFSgvL0fr1q2RlZWFuLg4hISEAAATQEVGRqK0tBRlZWVOE3BEcnq9ng9+T09PXrfSaxZFB+tp+/btMWzYsEaBwI8fP8brr7/OgMra2lpMmzYNgwYNgru7O/r06cO0/C+88AKLxJGSrlKp5Lp9fRI6OkCk0dzTojopXoH2NfGqEB2ByWSC1WpFcHAwOxPEgtysWTOUlZXBz8+PP4P219mzZ1FXV8eMoOHh4U4dHFIsjl6vR58+fTBmzBjIZDIcO3aM8XFEDU8dFS1btkRBQQGSk5Nx/PhxREVFYc6cOWx7tFot5s2bhzVr1nCJ788iW1EUsXDhQly/fp0POMqUknPu6ekJURQ529u1a1ecPXsW8+fPZxr5adOmYcGCBSgqKkJdXR0WLVqEkpIS6HQ6lJSUsDbVf/7zH5w7dw5JSUno378/Hjx4AKvViq5du/I6Ie6msLAwfPbZZ+jRowdat26NoKAgVFdXM6Bems2ofxD+2d590s81a9aM8TIkI2GxWCCXy+Hi4sJ27ZdffoEgODJWnTp1crKx1BDQWFsyBcqiKCI1NdUpM5WZmYnq6mouq9R3ONVqNTvEz+oACoIDIOzj48Ns3o1l0Q0GA1atWgWTyYRRo0ZxVx85C9SoUFxczDQKpA9VPwMtl8tRVVWF7777jqkgRNGhGdayZUv4+/vz2aFSqdCxY0fs3LkT9+7dg9FoRO/evVFYWAilUomDBw8CcHCjqdXqZ7KDjY2/raMCOLIAjx8/bvTfNBoNLly4wN0NX3/9NUpLS1FcXAy1Wo1WrVpxtKDT6dCiRQuWsFer1VixYgUvyKysLMyZMwdpaWnw8fHB6dOn4ePjA8DRL5+amorc3FwW/zKbzQ1EmaTsj/R35ABoNBrMnTuXjXjHjh1htVoxc+ZMXtSVlZW8KGhTWSwW3jxEPEfeLH2HSqViqvl9+/ahe/fuf2kT0DMwGAzIy8tr8G9EyKbRaPDGG29g3LhxcHNzc2JJ/TP8gVwuZ6E/UkeVbg7p7zzJYEk3EnUFnT9/HikpKSgoKMCHH37Ia+ODDz5AVVUVG2aZTIbp06fjxIkTSE9PR3V1NXf55OXlcSYhNDQUFy5cwIgRI1BQUACz2YzNmzcDAB9ihGmgLBdlovR6PVq0aAGdTgeVSgW73Y7Hjx+jT58+jOP5s0GA123btkEQBG6lbIx8jko0guCIWuu3IN6/fx8dOnTgZ2g0GhEbG4uQkJAGFNskDyEIArd2079R+bP+u7LZbIiMjHwqxwo5H6NGjYKHhweXRFJSUqBWq2Gz2WAymdjZj4yM5C6B+p0o5By4uLjAarU68XUolUpER0dzt8zQoUMRHx/PQUP96+rQoQNz9fTo0QNlZWXIzs5GUVGRE67jSQdKY47Uk/7f29u7wb89qawniiKaN2/eoL34SdcgdTRpdu/enTO1u3btQmRkJJYvX85OuNReBgQEsDNDNofWk81mg0qlgtFoxOHDh7Fy5UqsWLECqampOHXqFHMvjRs3DkqlEgaDAWazmZ1W6cFP3Yv0XFUqFdO+KxQKzJkzB6IoYsGCBVi9ejWSk5O5i0a6xp977jns3bsXMpkM69evx4MHD7gMFhUVhfj4eOTk5CAqKqqBqGdYWBjy8vL47wcMGABB+EPXTafToVu3bggJCcG+ffv4eT1p9OjRA5WVlSgoKGD6fQoyDh8+zAFuv3798Oqrr0Kj0aC2thZubm6YMGECk4jSCAgIYBzZs9jtuLg4xiMdOXKESfmIJFKn03EmRhrYaTQa2Gw2xqU9aW35+PggIiKCM7UJCQno2rUrampqcO3aNX4/tEeln0UVjvrPhM7U/2X8rR0V2lA0OnXqxHW2sLAwnDt3Dlu2bOF6YXh4OC9sOtAEwRGpUCaEXtq1a9e49S0rKwt5eXnIz8/nOqggCA2M/5gxY9C7d29Ocd69exfLli3jVBwZIVdXV1itVhQVFUEQBKxduxYPHjxg5eJPPvmEmQelh3nPnj3x448/IjQ0FB06dMCYMWMgiiIiIiK4g4I2XlxcHLdF0wJ41miEvq9Tp05cn1er1UhMTES7du24di8IDizEwYMHcfjwYbRs2RILFizA888/j5KSEoSFhaF79+6MeA8ODka7du0QGhqK+fPn47XXXuMsjUqlgp+fH0wmEzt1CQkJ8PT0hFKphL+/P2OFoqKiGvTdm0wmbN26FRcuXMCKFStQXFyM6Oho7kDZuHEjHjx4gCNHjuDgwYO4c+cOampqEBoaipSUFI5uP/nkE1gsFsTFxUGlUqFDhw4ICwuD0WhEWloaZ1lEUWRjTelnko9/luc7bdo0AI5o+kkU+vWR+NQKbjKZoNfruR7v5+eHgwcPolOnTkyBTuRzoihi6dKlTi2I58+f5yhSCoCtvz4IazJq1CiUlJRgxYoV3PWwYsUKlnFXqVQoKipiI0fZL9JcIYdl/Pjx3BZO3+Hu7g4vLy+nDjZ6Z3RYUxo8OzubsWHZ2dlo3rw5fw79v81mQ1VVFbKysrieTwDO+k7Ck6YUdF9/7N27F+Hh4Vi7di0uX76MS5cuMV8JPXMqiXp5eSEyMtLJwHfp0oUxMgUFBYiKioJer0d0dDTUajV27NjBZVB6n4sWLcJrr73GLNWlpaXo3LkzoqKiUFhYyJ00hYWFKCgo4M5EaUeL2WyGu7s7wsPDeS3Fx8eztIe7uzsqKiqQm5vL76WoqAhVVVWw2WzIzs5utElAGjg05qzRrF96slgsLBIrZcaV2klp8EGTiM7Kysqwf/9+dkamTp0Kb29vLtNs27YNM2bM4NbkFStWIDw8HFOnTsWdO3fwyy+/oEOHDvz55CARXMBgMCApKYlL49R5OH78eHTs2JEFJZ82CDdCv0+HMgkWBgYG4vjx40yv/8svv2Dv3r2w2+0s1kpnHGHBCEZATOqUWaOSDj3H3NxcjBgxgslDf//9d8ydOxceHh7w9vZmXF9OTg4uXbrUgLSPiPio+2/v3r345JNP8N1332HcuHH83lu3bo3i4mKeeXl5aNmyJdzc3JCWlobw8HDY7XYnPp2kpCSsXbuWA6/bt283KOn/1fG3c1SGDx/O1L+CIHAdkNoza2pqMHz4cLRt2xY6nY47Z2JjYxn9T7wetOg7d+7MHSPUFtetWzdERkZCFEWuk9NBpFKpWMdCq9UiNzeXtSCuXLmC3377DW+++SZWr16Nhw8fYsSIERAER011xYoVf2osfXx8eIGQAXZzc4PFYkFBQQETBlHE8a9//QsBAQGwWCwQBIFxBlqtlqPj2NhYLFu2jMG4P/74I0aOHIns7Gx8//33AIAuXbogKSkJ1dXV7PlK8S+pqakMOqNSj91uh6+vLwPcpJGSKP4BiAXAmZL6hk36/8ePH8eUKVOgVCo5PUsHc1lZGVQqFYYMGdKg795gMODChQsoLi6GKDrkCSorK9GqVaunPuuNGzfi6NGjyMjIwN69e52MZlZWFvLz8xEfH4++ffsCAL788ksnsGJcXJxTBoKcLMqstGnTBh06dODSxkcffcR6PYBDGPNJ7XmUQas/FQoFCgoKOMJ1c3Pjw53EBQl0KIoiZs6c6UT+FBQUhLS0NKjVal6blNINCgrCpUuXcPHiRaxYsYIdX6liOI2PPvoIcrkcGzduxKBBgyAIAlq3bo2SkpIGHSTSdy3NNpIT0rVrV/z22284fPgw6urqUFRUhPDwcCeQOEVy1DXVWEat/nfNmDEDe/bsgclkQkZGBn/3oEGDsGvXLrRo0QIqlQrV1dVcU6dUemOMmampqUzGdv/+fRw+fBhr1qxhh08Q/ujwmzRpEh49euR04DZt2hTe3t7w8vJCTk4OMjMzoVKpcO3aNdjtdrzyyisAgMmTJyMjIwP379/H7t27YTQaYbPZ+JCmTIdUZ4kG7ZNp06bxQda2bVvGfBEO7lk0nhpz4l599VV8++23HIDcunUL69ev53vctm0b3njjDbzxxhtYsmQJrFYrR/NUnqVuu99//53/jj4/Pz8f5eXlTC/QqlUrljQICgriw7C2thbXr1/HunXrUFRUhMWLFztls2itVFdXMzZKr9fjiy++wLvvvstlc9ofr7zyCvbt2wetVovVq1dj2bJljDeSyRws5mazGRqNhrW1pKO8vJylIcgZpHuhIKOkpISz5HSdRqMRrVu3xoABA/DCCy9Ao9EgLS2Ns5jS/aLRaHD58mXcvHkTguDIkKnVaowcORKXLl1iR1B6LkrnnTt3kJiYyFxGFKAnJSXhyy+/xOuvv47WrVtDEBxZKMpakRAvAHh6emLGjBlPXSf1sVBUTv3oo4+YnVkud6ilK5VKNG/enM/1/2X87RyVnJwcpv4VBAFNmzbluqBcLkeTJk2Qk5PDfCbSDUbGmHAs5OWTMi2NS5cuISYmBnq9nkFxlIKmjZCVlQUPDw8+gORyOfR6PdasWYOIiAhute3ZsyeXTMgQEtI/NTWV2WWJkTIsLAxqtRrx8fHMaNmhQwcUFRU1iDASExOdDpDFixdDEAQsX74c77//Pvz8/PDpp59Cr9ejc+fOvMk6d+6M+fPnIzg42Am5fv/+fQwaNIg7CIYMGYJZs2ZBFEU+jAmYSriSW7ducVti/UNiwYIFTkRCwcHBmDlzJhu3rKwsjBkzBjNnzoS/vz+rBJMUgNVqhaenJ9q0aeP0/qQt6T/88AMmTpzIUa0oivD09ERgYCB8fX2RnZ2NpKQkFh9s27Ytpk+fzsDBe/fuPdVxkslkOHz4MKKiovDrr79iz549zDnj7u7eYH3W1dWhsLAQo0aNglwux5IlSzB27FjWkAHAadjevXvD39//mcG0NEik8PHjx3xPpGJqNBqRkpKCrVu38vMgdkmNRsPGjwi/KEUrjWDz8vIQFhbmRL+emZmJNm3a8Hzw4AFee+01CIKACxcuwGKxoEWLFli0aBH8/PxQVVUFQRCcMDXHjh3D119/zcRgCxYswLx58/Daa6/xvT2Jj0ahUDD5V2JiIu7du/dEpWBBcGTj7ty5gxMnTkCj0bAt8PDwgMFgQEJCAtq3bw9fX19MmjSJMzrEi9SvXz8UFRU1ePYajQafffYZXnvtNY4SDQZDo8DSqKgoJ7qCnJwcPHjwAGFhYeyQXLlyBUajET/++COX1ChyrqiocHoW6enp6NSpE3r27MnYOQ8PDxb4mzdvHpo1a8YBS0BAAPLz8xl7UFNTg4qKCiQkJKC4uBjp6emMTQoODkbLli3Rvn17iKJD3bpLly6sAi29Dyp31tbWYvbs2QCc8STSYES6lwjMmpSUxM+ze/fu0Ol0zA5NJYn6znl+fj5kMod43/Dhw9G/f38uTxiNRm4S0Gq1jBtKTEyE2WxGfn5+g44uQRCculmkdrWxa/fw8ICHhwdCQkLg4+MDs9ncYN/26NGDJUB69OgBHx8fxMXFcXDRvn17REZGcsmMhBQfPXqEffv2wWg0IiMjA02aNMGsWbMwbNgwtjO01uVyOQsmkj0kYLKU/DM9Pd2pucTb2xupqal8rUeOHMHSpUuRnZ2NESNGAHAA4sl5k8kczLnEfZWRkYEXXngB9+7dg6urKzIzM5Genu70jqQ6edQhW1lZiXHjxqF79+4YO3Ysk1a+9tprmD9/PubOncviuf+X8bdzVKRDJpM5UdhTKgkAH5AeHh4oLS3FkiVLnNLfgwYNYkNTv0tGOoiWWCZzyHEfP36cacpramrw+eefw2g0YuDAgfD09GTAHm3Y+uBKQXDQePv4+HA2glRJd+7c6cQcOXbsWKdrOXPmDNRqNc6dO8eZEcAR5WdmZjoBp2jjnTx5EkajEV988QX++9//Yty4cbygifL69u3bAIDvvvsOUVFRePvtt5GcnMyAKtospaWlCAoKgqurawPFy9mzZyM7OxuzZs2Cm5sbrFark+bGpUuX8Nxzz0GlUqF///7YtGkTzGYz2rdvz4JrsbGxGDt2LIxGI5KTk5koatasWfD29sbRo0chCALmz5+P+/fvIzAwEJWVlYwip1Zwq9XKhHyJiYmcWh0wYABatWrFhk4QBPTs2RP5+fnIz8+HUqlEWloaAgMDIYoi5syZg5deegmzZs3idm1ir5RGv9JBnTIk0kadI+np6ViwYAH27duHPXv2oHv37igpKcHw4cOd3uWzDKlIIbXAE5tweXk52rdvD5PJBIPBwEJ7tPZSUlI4iyHtniFnQBD+oLyXGur6B/GTHDuazZs3h1KpRK9evVBXV4eIiIgG/CrSFD8AvPXWW4iMjITNZmP17YSEBGYIpvJjYmIil6VWrlwJhUKBRYsWoba2Fl5eXqiuroZWq8WxY8eQnp6Ojh078vVv27YNHh4eiIyMhLu7Owv0iaIIb29v1jOJj493UkumkZCQgO7duyMkJMSJofZp0aU0qqQs5ffff49bt25hwYIFSEhIwKhRo6DVapGTk4NWrVrBYrEw9os+32Kx4ObNmzh8+DACAwP5PaWmpsLHx8cpmxAQEMCgaW9vb+Y/ycrKQlFREe7fv4/s7Gx07NgRP//8M7Zs2YImTZpAp9MhJycHBw4cYPzfkCFDkJycjFOnTkGhUCA8PBzXr1/Hvn37kJCQgM8//xwRERFsu86fP4/PPvsM1dXV8PDwgNVqRVJSEj+r3NxclJeXIyQkhIHmy5Yt45ZlKf7jrbfewvjx42GxWBAbG4uamhqUlJQwoSEFdkRyl5WVBbPZzBgQKQ5G6mz5+fkhJSUFNpuNs+K7d+9GcnIyO2JPGr///jv69euHuXPnPvXnPvnkE6d2+A4dOkChUMDV1ZXbkUNCQtCzZ0907NgRguAokZ08eRIBAQEcHFLTSGPO+IULF1BXV8frS+rYUzabSkjk6FBwAgB2ux0nT55ETU1Ng0CYMh6NEaCSNIt0rl69GoIgMN8NOTzS35V2Lf1/c/xtHZXffvuNMxv1a/jSuj6l6UePHo3Hjx/j+++/R/fu3aHValFaWgpBcGBNjEaj06TD9ejRo/ygaQFnZGTwhqS25M8++4yNZ2Pe+6pVqyAIjnbA2NhYvPTSS/D19XU6yC9duoTNmzcjJCQEzZo1w3//+1++39raWpSXlyMvL69BOs/Pz4+9ffo+cjBo0RGgkoh/7HY76/+IosiqqHV1dU8VNExPT0dubi6ioqKcru+zzz57YoQiXZy7d+9GUlISpzONRiOKi4tx/fp1LFq0COHh4Zg9ezaOHTvmpNS8ZMkSAI726szMTKaPN5vNOH36NABHTXjVqlVYunQp6urq2FOn6OOtt96Ch4cHRxmCILASb2OHcGN1dylAjDY+lVzoPl1cXCCTydCtW7cGBGz0HP4vG5VECn/44QcsX76cMwYuLi6MS3rS+xNFkUF7lM729fXlezKZTAgICIC/vz9WrVrFkZyHh4cTfoAMXklJCWQyGex2u9O/kyNM5Gt0SJMjZLPZ4OnpiaioKERHRzutHeJ8IGC62Wxmxl36s0wmw4EDBwA4DOILL7yAS5cuoa6uDgkJCRg2bBgfVKSWTVGi1KhLjS/hTLy9vaHT6RrlyThz5gxnWZs2beqUdaqtrcWAAQMQHx/P6yEmJobXcWZmJpo0aYJ+/fqxSi9F9n5+fli6dCkWL16Mw4cPM405ZeMUCgV3w3zxxReQyWTIy8tj1tv679lkMiEuLg6tWrVqsC/pfk0mExYtWoQVK1ZwplQulyM6Ohpmsxlarfb/w91bh0d1dW3j64xrJsnE3RViQIgBMUhCSHC3pMGDe3EvFA0tUjxAgUILpECR4m7FtViAp5RSgjtJ7t8f8+3dmckEaJ/3/a5+v3Vd5yqdzJw5c2Tvtde6BU2bNoVOp8PKlStx+/ZtqFQqjhNiyZFEIkFSUpIJDsOYaswYduxcx8fH83aKSqXiQPfDhw/Dzs4OOp0OgIG1JhKJODYsNTUVjRo1gl6vh4eHB96/f4+rV6/yBYr5uGN8L1p6ls2rJiKRCN999x3XUQH+au+tWLEChYWFfJs8ebJFbNnUqVNN/v/333/HqFGjkJmZyb2YQkJCABgAut27d0eTJk04NohRlgGD545Wq+UYSWM82fz583Hw4EHMmDEDSqUSzs7OKCkp4Uw/NhaFhoaic+fOWLZsGVd5ZlouHTp0gEwmQ9u2bblAJmNqWVp8GL+mUChgbW0Nb29vxMTEICYmBv369YNSqcSoUaMwefJk+Pj4YOTIkejVqxeaNWsGqVSKXr16oVevXujatSvy8vLw+eefm7Sl/2n8axMVwDABZWdn89JTmzZtTP7NNl9fX1hbWyM2NhZeXl6oWrUqunXrBmdn50pv5A8N9Gx15unpCZlMhiFDhvDKiyAYTAifPn3K32eM1N6xY0eFydB4E4lEOH/+PFxdXaHX65GcnIyUlBRIJBI4OzvjwoULH3S7ZNbaX375JQequru780qSXq/HpEmTIJfL4e/vj549e5pMrpcvXwYRceq0XC7nLIPhw4cjJiaGgzjVajV69OiBjRs3cqwDGzQ3btyI4uJiDB06FOnp6bzds23bNshkMq6Y26VLF46X2LFjBxwdHXH69GkUFRVh+vTpfJXBlETZeWPgMka3BAwU4Xv37lW4Txo2bAhBEHDo0CFIpVI8ffoUT548gUQiwaFDh2BtbY3NmzejVq1aaN68OXx9fSGXy7FlyxaMGDECYWFh0Gg02LBhA5YtW4Z69eqhTp06/Lfa2dlVYDKwiUIkEnGRLEdHRyQlJSE6OtoiJfvvxKlTp7hysnlVRCKRoGbNmlwTRC6X44cffoBSqcSqVavw9u1bbpJnjHWSSqUICgrCZ599hry8PK5Y26FDB3Tv3h12dnb4+eefcfjwYdSpU4fjbE6ePAk3NzeetLHVrYeHB6pUqYKwsDAuTMUcb9lxMSsINvixe0gqlaJ79+4co8T8Y2JjYzlO7NatWybWD5VNTFqtFnfv3uW0f0Ew4M7Y/U1k8GYaMmQIp64SESZPnlzBZ+nZs2coKSlBREQE6tevD0dHR7i7u1dwwWb3kDHwnAlFsqSLAYxjY2N5W4OBQefOnQsiwr59+9CrVy8IgoCCggLcuXMHmzZt4sljnz598PLlS2RlZSE2NpaX3Bltn13bsLAwrgNlPJYZV9vq1q37QW0Ulmhcv34d27dvR9++faFQKLBv3z4+Hk+bNg2FhYWwt7dH9+7dUVhYCDc3N86YMk7uBcHgtA4YWrjJycnw8/ND7dq1ARiwEMuXL0dRURH0ej0GDx6MoqIiyGQyzJkzB2vXrkVgYCDfb0BAAGQyGc6ePYt27drh0KFDmDRpErRaLZ9EFQoFPvvsM5OF3pUrV3gV5+bNm9zklLX3RCKD0q+xLYtGo6lghgoYWoNLliyx+Mw+e/YMWq2WC1EadwDy8/NNziVj9kkkErRq1Qo9evTg2Cfj68fuv7Fjx+L33383ockzEgcRmYi5vXz5EkuWLOF4PJFIhLy8PLi4uGDTpk0ADK0h9rwYY5GKi4t5W4nIgH1kUAtjSrJIJOIsVHasUqkUXl5eFquzarX6gyrFH4t/daLCQFQlJSUATFlAxitXSw+dl5cX1q5di/Pnz0OlUmHfvn0oLi7G6NGjERAQAAcHB15ZYIBWhUKBmJgYDsodNmwYioqKAPzVIiIy9Pjnz5/PJ4/27dvzAYL1/IgM5fT8/HzEx8ejbt26WLhwIZe6X7t2LfLz87my6cKFCyt1Gg0ICICTkxNfcbGVzU8//cRXuVOmTMHGjRs5HZTJXjPku1arRdeuXXHt2jUQEWrWrMkZJGx1N3v2bOh0OowePRoLFy60iBFg5WO2sjp+/DhcXFzw/v17LFy4EOHh4bylJQgGIbfGjRsjICCAl2wZG+pDm6OjI/r27YsuXbqgWrVqfGAPDAxElSpVkJWVhcLCQpSXl/OSpHEf3bjKYz4Yh4aG8lJtcHAwl72vUqWKicxzWloagoODK1BJ/f39kZqaWqkaqHEZ9O9UV4wnzISEBHTs2BGPHj2CTCbDpEmTcPHiRcTHx0Mmk+HIkSMICAjgLauoqCiTimOtWrVgb2+Pc+fOQSQS4ebNm/jPf/6DYcOGoUmTJkhLS+NYB4YLevfuHfr06YOuXbtCqVSaOF2zBQIbKJkCq1qt5swxBgiXSqWIiYkx+V0ymQwjRozgOg7MvGzEiBGwtbVFjRo1uPbLqFGjYGdnx32fWPLTpk0bDpJnrQiWxLHVLKOIS6VSnszJZDLefrt9+zaGDRtW4fqYb7a2trw0P3HiRBQVFfHfyiTKjZMvIkLjxo159Yo5Gg8ePBjjx48HkQHTUlZWhrVr13J6ec+ePfH27VuOKTK+lxo3bow3b96guLiY4ztEIoPQHQD06dMHYrEYubm58PHxgUQiQY8ePfDy5UsTuXmpVIqIiAgTmf8aNWogIiICZ86cQUREBAfnKxQKPrna2dlBq9Xy0j/D+bDJ0Xj8NWZYVqtWDW3atOGVHmNlXLFYzIUfbW1tuf7L31lQGr+HESrYWC4IArdiYD5bGzZs4K2Qs2fPQqVSAQD8/f0RGRmJnj178qSmb9++aNmyJTQaDfLz8ys8o+vWrYNcLsfChQtNXj9+/Dj30FIoFLxV3ahRIz7eVKtWDX5+fhg2bBivaJmPV5X9zqKiInh7e3OoAXvumZidv78/J00YR69evUz2xVh9ixcvRlhYGD8XlkIikeDy5csA/oJafP311/yYYmNjUaNGDQQHB0OlUmH//v349ttvERAQAA8PD7x8+RJz585FUFAQatWqZRG8/qnxr05UmGW0XC5HQEAA/Pz8uOCYn58f9u7dy3uBxqsu80nDyckJv/zyCwCDNosgCNi8eTN8fHygUChw/fp1EBEHUjGlWOM2U/369SvsuzLmQ2UPlqXqSmVRXl6OP//8Ew8fPuTaARs2bODmeRs2bEBMTAxGjBhh0pZg38kGE4ZtYcJlP/zwA39PXl6eSaLi7+/P2Ugsrl69yhkfbJPL5bh27RoAQKfTQSaT4eHDh/zvzBiNHYO5JoaVlRWsra3h7u4OuVxugkNiCSGL8PBwE9A0qwywAdJS2dt8YwwD49Wmg4MDvLy8UKNGDQwcOJAnnWx1NW7cOKjValy7dg0lJSXYtWsXn5x27txpoi3i4eEBlUrFxcTmzZsHmUyGjRs38u1Twjz5rgwfwUSsWGmeWRKIxWJ4e3tz/6qcnBwUFhbya8BAcMuXL0fDhg2RmprKrenz8/MRGxsLFxcXvnpibdJ79+7h6dOnyM/PR3h4ONfLEASBsw+6deuG+vXrQ6vV8soYE+0rKirCZ599Bq1Wizt37pgwaNh7dTodFi9ejKKiIm4at3TpUpNVW2UbA1IbJ4nGBqFMtG7r1q24cOEC2rVrx32sRowYgeHDh+OHH37AiBEjYGdnhx49enz0noqPj4eHhweWLVvGKct2dnaYMGECBEHAiBEjoFQqMW3aNA7s9vf3R+PGjU3URZmpJxunGDbFx8eH40lcXFzg6enJV8h+fn7Izc3F3r17IRaL0aNHD56EMJsMpqVhfP8wYoBWq8XFixehVCoBGKTk2XsFQUCdOnV4EhwXF8ep0cxgcMyYMRAEAYMGDcKYMWPg5OSEmjVrQqlUIigoiFfimH+Vr68v7OzskJCQwBlVgEHuYdy4cXy8mzFjBm+7sWuZmprKK68qlQqCIHDV4927d+PHH3/EvHnzOEtFEAT4+Phw9hWrHDPblDlz5iA8PBzAX3YGxtXr5ORktGzZEt98800FMU0WNWrUgFgsxu7duwEYqjQMu1ivXj0ODGfnnp1zlliw3zdnzhzeOtu1axdvubHF1OzZs9GiRQtYWVkhPz8ftra2fCGs0WiwbNkyPHv2DH/88Qf8/PwwceJEk+N88eIFFi9ezDGLDg4OePfuHWxsbJCbm8uTZZZ8G28M99KoUSNuJgkAjx49wvDhw2FtbY2UlBST+6ZFixZwcHBASkoKX6zevn0barUaJ0+ehJeX1yeNg5biX52oMJfNyjbAUF1ISkrC5s2buT7B119/DbFYDDc3N+zduxcJCQkcvb5mzRoQEe/H2tvb45dffoFCoUBycjKkUiln4ISGhiIjI4OvJpnwVr169Xj/n5Ve2UBpjB05duwY7ty5g169ekEqlfJ2wMOHD/lvvHPnDkaOHImBAwdi3759+P333zl92FKiYwyEZJNPWloaFixYwNstEokE3bt352VDQRCwbNkyrF271qRKcuHCBZ6oCILA2RpMmrmoqAiTJ0/m2hjGE72rqyv27NmDXr16wdvbm/eStVot/Pz8OPupS5cuWLp0KTw9PflnnZ2d4erqyjVJnJ2dTRJC40SlYcOGkMlk6NixIwdfso1RdhMSEkzQ6SyYzkFiYiJX/FWr1dBqtVCr1UhMTISHhwfs7e0RFhaGoKAgTtu1t7eHlZUVvvzySwCmVNnKJk6mZNqyZUuEhob+7fvd2GqAiQrm5eXxQdrX15ffg2yS6969O6ehisVirg9jLgZW2THn5eVBIpHAwcEBgwcPxsiRI02u88c+Hx0djfj4eISEhFTQmDFOyFklpnbt2hXub0ubUqlEv3794OjoiLFjx+Lly5f45Zdf8Oeff+Lp06cYPXq0Cbvk+vXrWLduHb777jtMmTIFMpkMXl5eEIvFXJ2ZuZhv3rwZ4eHhEASBX1vjSq3xsX/oGFlS6ezsDCsrK2zYsAF//vkniAyt0apVq2Lo0KE8Ca5fvz5ycnKQlZUFhUKBnJwctGjRAuHh4XBzc4OrqyuGDx8OQRDg6enJjQWNv08QBCQlJaF69eq8iqDRaKDVauHk5ASxWIyjR4/Cx8fH5Dqy+4lVoOLi4iCXy3kSP3XqVD62sPvYxcXFxGrBuHQvCAaNjcaNG8PNzY23u/z8/LjVgEql+iDjrXfv3rC2tkbt2rV5VUOv16Nhw4YcG2ScrDNW4507d3gFj03+LMExv2asRSuVSjFp0iTo9XoOkm3cuDG+++67v/2cenl5oUuXLrCyssKePXu4WBtbDE6dOhUKhYK37czjyZMnSE9Px5IlS9CoUSNotVo4OzsjKSmJj7NsESwSiXhy4uXlhZkzZyI+Ph7Dhg0z2efixYt5FXPfvn3IycnhSUejRo14JSYhIQEhISEfff6Cg4P5Z6pUqYJu3brh8OHDnFmYmJiIVq1a4T//+Q/27dsHrVbL7wEi4tpeZ86cgV6vx7Fjx3hi/E9CAAD6fzD2799PRETbt2+ntLS0Cn/fuHEj7d+/nxYtWkTXr1+n1q1bk5eXF925c4c0Gg399NNP1KFDByIievDgAT158oS0Wi1JJBIqLy+nZ8+ekVarpZcvX9L3339PjRo1Ijs7O6pduzbpdDpauXIlNWzYkLRaLT19+pQ2btxIRERisZhKS0tJEAT68ccfqVOnTvT8+XN6/fo1CYJAer2eSkpKyN/fn9asWUPp6en08uVLEolE9OLFC5JKpSSRSKh69erk5eVFr1+/pu3bt9O7d+/ozZs3VKtWLTpy5AglJibSvXv36Pr163To0CGKjY2lzMxMatKkCQ0dOpTEYjG1bduWduzYQadOnbJ4DqVSKb1//57/l4UgCGR8W4hEIlIqlSQWi+nFixckCAK5urrS77//TiKRiLy8vOjt27cUGBhIcXFxNHHiRBKLxURENHPmTPr555/phx9+oNzcXDK/3X7//XfauXMnBQYGkpWVFZWXlxMRUdu2bYmIaPPmzZScnExDhw61+BsmTZpE+/bto+3bt1f4m1KppF9//ZXc3d2pQ4cOtHLlSvrpp5+offv29PDhQ0pJSaEDBw6QXC6n58+f07Fjxyg6OpqaNGlCv//+O508eZJKS0vJ0dGRysvL6c8//+T71uv1pNFoKC8vj1JTU+nt27eUnZ1Nz58/JyKixMREGjZsGNWtW9ficX8s6tWrR/v37ye9Xk+PHj0iGxsbGjBgAH3xxRdUUlJS4RoZR0hICF25coVkMhlVrVqVTp48SXXq1KHDhw+TWCwmBwcHun37Ntna2pIgCFRSUkLfffcdtWjRgg4ePEhNmzaltWvXUm5uLlWrVo3u379PBw8eJJ1OR7a2tnTr1q2PHr9UKiVnZ2cKCAig58+f04kTJ0gqlZJWqyUHBwe6c+cO2dvbU3FxMUmlUvL19SUiot9++41evHhBXl5e5OHhQSUlJXT58mVq06YNJScn0+vXr2nkyJH05MkTWrx4MT169Ij69u1LREQ3b96kxo0b07lz50gQBCIiAkCCIJAgCHT06FFq1KgR/fbbb6RUKunt27f8fmNx7do1Cg8Pp1evXtGtW7coNDSUlixZQvv27aN79+4RAHJyciKdTkerV6+msWPH0oMHD2jYsGHUv39/OnXqFO3fv5+uXbtGp06dojZt2tD79+/J1taWSkpKiIjoiy++oP3795Ozs7PFc3fkyBG6efMmaTQa8vHxoatXr1JhYSGlpaWRTqej8vJyksvlpNFo6NGjR1ReXk4ikYiIiMrKykgQBJLL5aRUKunx48ckCAIFBQWRVqulU6dOEQASiUTk7u5OYWFhdO/ePbp9+zbpdDpSKpV05syZj17f3Nxc/u+3b9/Sw4cPac+ePdS2bVs6fvw4PX/+nKysrOjgwYNkY2NDGzZsoMaNG5vsIykpqcJ+9+/fT1FRUaTVamnfvn20e/dusrGxoYiICJJIJCQSiSg/P59mzJhBVlZW5OLiQlevXqU6derQ3r17SSQSkVQqpXfv3pGdnR1ZWVlRdnY2bd26la5cuUJ16tShn3/+maRSKS1evJjGjRtHubm5VLVqVZJKpSbHkp2dbfG3K5VKunLlCs2fP5++/PJLkslk1Lp1a5o1axYREV2/fp2qVatGZ86cIW9vb5PPWllZERHR/PnzadSoUaTX68ne3p6IiK5evUoPHjwgOzs7KikpIUdHR3JwcKDi4mJ6/fo1HThwgGrWrEmPHj0ijUZDMpmM73fv3r2UkZFBbm5udOPGDapZsybl5eVR8+bNafbs2TRv3jy6f/8+ffbZZ3T37l0SiUSUmZlJWq2W0tLSyMnJifr162dyrACooKCARCKRyXMikUgoMTGR9u/fT5cvXyYfHx/Kzs6mzZs3kyAI/L3l5eX09ddf07Jly6i8vJzc3d3pxx9/tHhOPxr/OMX5X4wPuWyyqAz5zTamrMlW50eOHMH06dNRVFSEIUOGYOLEiRgyZAgH3LJ+PcvgBw8ejLKyMvTo0QM1a9YEANjY2ODQoUMADJWcAwcOYOTIkWjVqhV0Oh2srKxgb2+P2rVrQxAMdEsPDw+Eh4cjLCwMNjY2UCqV6N27N+Li4qDT6ZCbm4uysjKUlZUhOjqal1uVSiX69u0LHx8fRERE4I8//oC7uzsiIyMRGhqK4OBgtG3bFufOnQMAEwp2cXExrwoZrzDkcjmXICcyFe0Ri8UYPHgwDh8+jLS0NEgkEjg6OmLixIkoKSlBhw4dTITQ2H6dnJzQuXNnTJo0CX/++Sc+//xzqNVqE+dOBpK0ZIdw6tQpjndg7A1j8BUD31YWJ0+ehJWVFVeqNcav+Pv747vvvsOLFy/4ftesWYO9e/dCrVajb9++EIvF6N+/v0m2n5OTg8aNG0MsFiMzMxM+Pj5wdHSEr68vIiIiULVqVXTq1Am///67ybEwcOGNGzeQlJQEkUjE8VV/N5jRn0ajwdixY/m5ZD15RuU2r5qYt4rY8xAfH4+cnBy8f/+eO0nn5eVxy4UdO3bg+fPnSE5O5lWpMWPG4OXLlygtLYVEIkF+fj7GjBmD6tWr83uH9alZ6btbt27w8fGpQFO2t7dH9erVER0djUGDBmHQoEEoKChATk4OvLy8TGTWu3XrZnIuNm/ejLi4OC4QJpfLkZiYCJlMBr1ej0WLFqF169bcmZtVOqKjo6FUKhEWFob9+/fj1q1b3G+EqXwaR0FBAQYMGICAgAD+bysrKxQUFGDMmDGoWbOmCXvh22+/RXZ2NsrKyqDX6+Ht7Y309HQolUqO4Ro/fjw0Gg0WLFjAv2ffvn04ffo0BMGgOlytWjW4ubnBz88PUVFR3HcqIiIC9vb2vKW3bds2/jwFBARApVJx3Jfxaray7UNsMSIDKD8qKorrWFkK43ZeUVERNm7ciHnz5iE0NBTp6ekA/jLCy8/Px/379/Hll19CIpFY3J+xdxhjU7E2JhHxlonxcbKqNWsDs/GC3WtKpZKTB1hbjrU53r59y7/zY+fLWBmbBTMkZRRscysV82fPHC/Hwnz+qqx6JxKJMHLkSBARjh07Vul1YedrwIABJuJtY8eOhY+PD1auXMnvS+b1ZW9vD7lc/kHXd0EwiPcdP34cLVu2BBFh2LBheP36NTfmZaKGYrEYiYmJ3Ine2ME8IyPjgzIhH4t/ZaJi7rJpZ2eHZs2ambznyZMnePLkCYqLi9GuXTvej7a2toZcLoeNjQ2SkpK4xHBlodfrsWLFCkyfPh3jx4+HIBiEzFhcvnwZOp0O586d4z3SwMBA3pP+FIdRSwkV6xsyTjoA7t8AGFDhrB1z+/Zt7NixA3369EFkZGQFpoJ5XL9+HYChn3j8+HEcO3YMX3zxBacb3759G3v27MG7d+/4Z4wHl9atW3NnaPPo3bs3VqxYgTVr1kCpVJqI6bGJvzJgmKWoU6cOGjduzFlNN27cgE6nQ2xsLMfTmHvZsI31SYmIK9W2bNmSY4zCwsL4BGpcBq9Zsybc3NwQGhoKlUoFR0dHxMXFmXhL9ezZkyeoZ8+eRVlZGf83ewijoqLQtWtXLFq0CCdPnsSOHTswfvx4+Pr6wsXFBUOGDKm0z/0podFo0Lx5c8ybNw/FxcW4ffs2SktLOdWRbR4eHrztx6Sy3d3dOV5k3rx5UCgUOHHiBJ4+fYoePXpwLw7WSmJU4cDAQPzxxx/Yt28f34YOHQpBEPDtt99i3759cHJywpIlS9CxY0fcunUL1apV4+BfJycnlJSU4Pnz51wBl0ncG2+enp4mOCZXV1d4e3ujadOmkEql2LBhg8m5uHDhAlxdXfnA1759e/z888/o0aMH1Go1WrRoAYVCgbZt2/LEl9HHV6xYgYiICKxfvx4+Pj4AgFmzZoHIoDzMBNWYoeGmTZvg5eUFvV7P6dysDO7g4AAHBwcUFRVh/vz5EAQBPXr0wKhRo+Dq6srVU1evXo2oqCioVCqsXr3a5LckJycjNjbWIqicTbJExAf2Y8eOcYC/8aJDq9UiOTkZVlZWSE5O5jo2jRo1glwuR2BgIBchfPnyJRYsWAAnJyds27YN27ZtqzAmmWOjGI7GOCzh7BwdHdG6dWvs2bMHZ8+exf79+7Fo0SJkZGRw88vKgJTGrfzY2Fj+28wXRETEWY8syXRwcICHhwekUinHabH/RkdHc0+oyMhIuLu7m5h5sm3o0KGQy+Wwt7eHTqdDv379OPNs6NChFY6XCb35+/ujY8eO3KAwJSWF43hYouno6IiOHTti7NixmDhxIgdlM4KGcTx48ICL2p04cQL29vZcnv/XX38FkWWVYhaLFy82GWPZ9zg5OWHcuHEoKiriIoN5eXkmasE6nQ5ZWVkYP358BRqxSCTC9evX8fTpU+70bSy936JFCyxduhRdunSBTCbjn7t69SqKiorw3XffoVevXpUe96fGvzJR8fHxMXm4jx07BolEgqysLEydOpVTVB88eAB7e3u4uLhwUCWTVGeupIApDmTRokUmk4cgCCZ0M2OtAOAvcGd6ejpSU1Ph7u7OBxLjFQqTvGYrHvbvqlWrokaNGrhy5Qp/uK9cucL57u3bt+cIcqYgev36dTg5OaFTp06oUqWKCW3XfCAhMvS+2U184MAB2NvbVzinYrGYD3wikQi//PILbt++zbezZ89izZo1XCVWLpdbHFxevXrF+6729vZYuXIlZs6cif79+0Mul0Ov1+Po0aN4/Pgx9u3bx1kgJ06cQFJSUoX96XQ67Nu3j9sWnDlzhuusMGqiuZcN2xgY2FIStGvXLmi1WowZM8ZEnVUQDMJfPj4+8PT05KrDTPa6TZs2CA4O5tine/fuQRAE/Pjjj9i3b99HsQvBwcGYMmWKRefVTw02WMhkMgwcOBB2dnZISkpCbm4uOnXq9LdXyp+SSLMEk1FsP/ReIsK1a9eg0Whw69YtfPfdd/D09ORVNGPthLCwMISFhVXwNQoODjYxwmPA9Ro1avDKSVxcHKpXr859aJRKJaZMmQKJRIKLFy/i2LFjUCgU6NmzJ39+bty4gUGDBvGKCsMwscVBUFAQGjduzPEAQ4YMQePGjdGoUSMMHTq0gor1jRs3eOJradFhZ2eHnJwcaLVaE8Ex9vcZM2ZUuL62trYQiUTw9/dHUlIS3NzcuDkmMxNk48DTp09x4cIFDBo0iLveKpVKzhKUy+WYMmUKXF1d0a5dOxARrzqxStqzZ8/w22+/ISIiAgEBAXj27BmnC2/cuBExMTGcnisIAoKDg+Hh4cHHmKSkJL4Zx/79+1G9enUcOXIEJ06c4ImS8flhyfLRo0ct3uvHjx/HoEGD0LJlS+7yXbduXcTFxaF///4QiUTYunUrV35lODQXFxfUrl3bxMTVHFRds2ZNEybX/PnzK3x/Xl4e9/sxjlGjRlWQ0Gdx+vRp6PV6ztIy/zy7DpaqJuaVlaysLBMPH/Y5mUzGn5u4uDh+XTUajQmN2nizVLExPo7KnmnjuUQul8PW1hanT5/mi7KPfZ79Jk9Pzwrn6uHDh5/MevxQ/CsTFalUakITBcDBZ4mJibwtwuhddevWxebNm6FWqzlVlZ3806dPc1ltVkJUKpXIz8/n9utEhC5duqBjx46QSqVYs2YN/16WqOj1epw9exavXr3iVFknJycMHjwYRMQHaa1WiwsXLqBHjx689MiqOuyCA4aWhSAIcHZ2xtmzZwH8Vb7z9vZG3759AfyFMPf09MSIESP4944fPx5ubm7cF4eZ+imVSnTu3LnCOXV3d8fcuXNRXFxcYRVlvLHzoVKpTAaX0tJSLFq0CE5OTggMDERSUhIH5rL9sarWH3/8gfLycrRo0YK3oC5evGixQmNnZ4dDhw5BEASuGSIWiznPn4i40Zr5xkzYKnsQJk6cyBPXZcuWcV+ZDz189evXx/Dhw/Hbb79BqVRyMLKlBzQqKgrW1tZwcnJC3bp1kZGRAU9PT16K/lDVy1Kw38XUPM1XlJ+6MRAmM6MzTmYEQUBmZibWrl0LmUwGW1tbTuNliR1babKNtVMYA0cul6N27dqIjY3FvHnzuECZsVS/se6CIAgc2EdkcApnqtHGzAjjypfxvcgmPyZCx1bX7HPW1tYYO3YsEhISsGHDBrx7985ipdPHxwcdO3a0CLw2D0ahbdCggYmYHQOcs+/u1KkTpk+fzoGtcrkcAwcOxIgRI0ySDbYxurmDgwNUKhUyMjI4MeDw4cMWk0LzCWHChAn8OLVaLX766ScsWLCgQruVfZ5dN3Z9UlNTuY1FlSpVkJ2djfbt2/NrxapywcHByM3NhZubGzp27MjHJAD4888/0bhxYxQUFKBmzZrYvHkzNBoN9u3bhytXrqBLly5QqVRISUnBgAEDEBQUhLlz55qoNK9evRpSqRSZmZncJ4ydY3ZtGHj2s88+w7x58/hnT5w4wVk3Op0OUVFRfLKcMWMGRCIR1Go1/0116tQxub6lpaU4ffo0VCoVFyfLzc3lW5MmTSr16AIMi+SNGzfyMbKkpAR3794FYGhV3rx5ExcuXEBOTg6aN2+Ob7/9FgBw9OhR/PTTT3w/THmXqcPa2NggOTmZJ5rOzs4VBP8sVeiNrUyMw1iJ13gRHhERgZiYmA8mIeyZi4mJgUQigbe3N38WWbWaERqIDFXtdevWcULCkCFD0LRpUygUCk7//qfxr0xURCJT6XzAVDyHieWwyXHBggU4c+aMiUnfhAkTuAolw4GcOXPGRH6+sgGByNAeMGahsAmYBRFhy5Yt/N9sUyqVCA8P55REIoOsuXG5vnHjxlxQRyQS8dUk+/uoUaP49zDszJ49e3D//n1+vM+fP8fy5cu5X8miRYsgEhl8MX777bcK5/Sbb77hKwBz/ID5zVqnTh3UqlUL9evX55/Pz8+HWq2GTCZDu3bt0LdvX65ZERsbi379+vHPZ2Vlwd/fHwqFAmvXrjVpl1lKNsLDw0FkWJ0ydk6tWrUQHR2N5ORk2NjYoEmTJsjIyDChSspkMr4isZTI1K5d2+S31qlTBxqNBh06dMAXX3yB48ePQ6fToby8nK8ejK+xSCRC/fr1cenSJXTu3BkJCQlQKpXo3r07vLy8EBERYXHFZD7BfuqKwngCZayoatWqIT4+HgkJCXzr3bs3wsPD8cMPPyAgIICb2qlUKrRq1Qqff/452rVrBzs7O8TGxkKv12PEiBGoWbNmhRVWbm4u3rx5w/EbixcvxuTJk03OIxNJYwaO5rR81hIViURo2bIlbG1tUa9ePYwbNw6TJ09GXFwc/P39ud5Dr169IBaLUatWLa6enJCQgHr16mHixIkQi8VYuHAhbwFoNBpMmjQJKpUKX3zxBccO+fn5Ydq0acjKyoKXlxe2bduGH374AYChEsJwG3K53MTgsry8HH369KlUlbSwsBBSqZSbcfbs2RPjxo0DkanVgEQi4fojRH/5hRmfG/OFALsfMzMzOZ7l8OHDAAwTnLFHmYeHB3r27Am1Wo1Jkybh8OHDJs923759IRIZ1HE3bdoEd3d3uLm5wc3Njbex2BgpFotNhCmZj1n9+vU59owtNNLS0nD+/Hn+PXZ2dvj111/x+PFj9OjRg6vOst8slUpx9uxZPhEGBgZCLpcjPz8fjo6OfAxj12LPnj0AgKpVq+Lrr7/m4ztLLhITExEfH88Zac2aNeOWHx07dsS0adNM1E4TExO5Kve6detw4MABqNVq3sph4xYzuywtLTVR53ZyckLDhg25JUGjRo0QGRlp0eursmjVqpXJRPzHH3/AxsYGoaGhyM7OhlQqxfLly5Geno7Jkyfz97FKSKdOnTB16lQ4Ojpi9OjR2L17N7RaLXr16sVVuI1ZgeabeeTm5uLZs2f48ccfodPpMHnyZM7uYlXZdu3acZZWgwYNuJ7X3LlzUbduXYjFYnTp0gXLly/ndg/ffvstXwiZz5uMVWY+l8rlcuh0OosV9U+Nf2WiIggCf4AiIyNN5POZCVdlq0n2ULZu3ZrjFwoLCwEA6enp3NzQWPpcLpfDz88PgYGB3IeElXTZxlo2LIgMPjIDBw78WytdPz8/NGjQALa2tnB3d4etrS38/Pz4yl8sFpvgMNhnmfYIkUEj4ubNm7h58ybUajU2bdoEpVKJwsJCdOjQAZ06dcL69etN1AoBg1/P+fPnIQgGwNmWLVtw5swZnDlzBoMGDYKzszNGjBgBFxcXPnB06dIF/fr1g0KhQKNGjUy8g5o3b45u3brxSd5SRm5cbWGATuOtQYMGSEtLg1qtxk8//cT79iEhIThz5gxPdIxLysb7vXfvXqUuxMzMi+ELmIroggULEB4ezv03Ro8ezVc0LEFmujBs1caCJckymYwDbZlGi6urKzp16oSvv/4aO3fu/OBA8rHQaDS8R20czFrCeNKrbFXEqh8LFizAgQMHsH37dlhbW6NTp04cy8WSbYbfOHr0aAXTOBsbG25Q1qhRI4jFYm7uZ/59liZp49ecnJwQGhoKtVqNoKAgE7PRpKQkBAUFQa/Xo3HjxsjOzuZ6LmwSjYiI4EltaGgoGjduDCsrKwiCgAYNGlRIVktKSnhPvUqVKti4cSOysrKgUqlMVEkZnZ5t9evXN2n5sARFIpFg9+7dfPJr3Lgx//yGDRuwf/9+ODg4YM+ePRAEg4q18X1w+PBh5Obm8v3KZDI0adIEzs7OvCpFRJymy0r/zOfG2DrExcWlQkvB/JxbugaWnk/2XldX1wpg2v79+6N3794ICAjg3kkzZ87kqqpEBiBuYWEh5s2bB7FYDDs7O/z4448Qi8WcsMCcluPi4gCAm5QCBqygeZWAfc7BwYGP68zU0HybMmWKCTlAKpWicePGKC0t5VR9Ng9s2LCBEzWCg4MhCALy8/OxYsUKrFixAvn5+VAqlVzS4lPCy8sLe/bs4RUTZgr7/v17FBYWclNVpVLJCRmAQVQtMjIS79+/x5gxYzB37lwEBwfjwoULHxRj+1iIRH+Jo27btg1hYWH8GWL3g62tLZydnTk2prKFK6OAM+zmpUuXYGdnh3Xr1qFHjx7c2LZBgwYcuyIIAhQKBdatW4fnz58jOzsbc+fO/ce/51+ZqLABUqVSmUjot2jRAhqNBiEhIWjWrBlWrFgBR0dHqNVqXsZiJ1cmk2Hfvn0QiUQ8k9br9di9eze/SIIg8OySGW3pdDr+Xxbnzp3j+9VoNLw6wkrcxg//L7/8gsTERF6iXr16NQdcsVWOMQp669atUKlUsLKyQvXq1eHg4IABAwagoKCAC09pNBr069cP8+bNg0gk4iuYKVOmQK/XQ6fT8ZXksWPHuPQ6W3mePn0aCQkJkEqlAAwqg/b29twrZ8mSJQgMDMTt27c5I4SZ2zEhJCaLr1arudQ3myA+hJEwHnjMo7y8HMXFxXj16pUJU8K4RBkQEACJRIJLly7h8ePHHET95MkTi5U343B1dYUgCLh48aLJMbEyvrFIVlFREU+QmcIoEXFlXWZDb3y95XI5XFxc4O/vj/DwcIssgX8afn5+JpU1wODKzAaUkJAQbNq0icv4f/3115g6dSrvzRsbln0sgd6zZw9sbW3h4uLCz4mxLxZrs0ZFRXEkf5MmTVBQUIC1a9dybYrCwkJ4e3vzyd7b2xvDhg3jk/SqVat40mFtbQ2ZTIYBAwaYrPRYhdE86WzSpAn3xGH3U2xsLDp27IjMzEw+GTVs2BAdOnRAXFwcvL29kZKSgqSkJNSuXZtXDrRaLTw9PU10LipLdh0cHBATE2OC2wkODoZEIoGLiwuIDHg4uVwOHx8fjBo1CnK5HL/88guys7Oxfft23toFgLlz58LOzg5Dhgz54PNCZMBLVa9eHf7+/lwjJS0tjWO3QkJC4O/vb3FzdXXl+jrr16/HrFmzOI7viy++wPfff4+uXbvyZ3jChAlYtGgRiKjCM9WzZ0/IZDIoFAq0a9eOl/GVSiWaNWuGNm3aQCwWcz8otiBg7UUbGxt4enrizp07HAQMGFzChwwZgoKCAri4uPAKGBPAi46O5pt5u+7+/fto164dnJ2dOb7K+Dwy0cDU1FRetWCYxc6dO6NPnz6wtbXFnj17oFAoEBcXx5+XuLi4v62volAoUFxczCsmGRkZGDhwIM6dOweJRILmzZvzSplxC02n0yE0NBSvX7+GWq3m1aDmzZsjJSWFv88Y3G5pMw/j6vCKFSsgkUjQokUL3qpj56lBgwacvTVo0CCoVCrMmDED5eXlcHZ25qxSNme2b98ew4YN43ix9PR0jhN0dnaGRCLBlClTUFxcDGtra1y4cAEAOKj+n8a/MlFhYTx5PXr0CFWrVjUZvG/cuAGlUolz586hQ4cO3CvB398fdnZ2XN6aCa0JgsAHiCNHjkCj0XDK340bNzgexVwdNT09nftZMFogkYGpYAyEcnFxqVS4jKGgN27cWME35M2bN1zaeMyYMXx1bw6G+tDKyPh7NBoNAODWrVsckEZEXCFVEAwodWtra8TExEAsFiMqKgqXL1/mrBmGL2Exbdo09OjRA2vXruXKsHXr1uX+EIMGDUKdOnUq+EYYb+ZRVlYGqVSKX3/9FbVr18bs2bMBmLb5GBjSUhgnFpY2dg4Bw+otNzeXY0iMJ4U2bdqgX79+CAkJQUhICFeVVKvVsLa2Rnx8PFJTU7ldPZswGXaJCWN5e3vD29sb9evXt+hJ9HeiWrVqCAgIwN69e/Hw4UPs2LGDA/cCAwM5K+7atWv8/mC9bolEwu9R41VmaGgoFAoFt4ww3tjAwzAflVVJ5HI5mjVrhh49eiA1NZVXykaNGgWVSoU+ffpYHPgAYMqUKfD09MRvv/2GCRMm8ImUJd8xMTHYvn07AFhsmViqGun1enz++ee8ynDmzBkkJSVBLpejRYsW6NOnD/r27YuePXvCyckJDg4OfBVpDJqvLFg7qbS0tII5HsN8MG+eD22sLRAcHMwZTez4s7KykJKSwqsArDXMyu0M7Muui6OjI8emGW/MPI5tVapUgb29PQICAhAQEMCTO2ZVIAgGgDE7HyyptbW15VRvOzs7/jtZW4Zter0eTk5OeP36Ndq1awdra2ucOXOGSw0Yi0vOnj0bJ0+ehF6v53L2rVu3hq2tLby8vHgywe4H48qJJY+Y9PR0hISEYO7cudiwYQM2btyI9evXQ6FQcNDs6tWrkZGRwRWTpVIp3rx5A3d3d2zatAmDBw9Gz549+fH8N+Hg4IAzZ87AyckJJ06cgF6vx/fff49hw4YhPj4ev/76K9RqNezs7PiE/fbtW8jlctjZ2XFHeAYIdnV15ZM8u1bmm/GzYR6CIPCEMygoCDNmzEBubi6WL1/O7z02jhtX8BmgmbXSmIt7p06doFKpeHLOxhZfX1/k5eVxmrOjoyMuXrwIAAgJCeEMpzNnzlh0K//U+FcLvkVFRVFERAS1adOGBg8eTA0aNKBx48YREdHs2bPpxIkTtGPHDho+fDj/TN++fSk4OJjEYjE9e/aMbt++TdWqVSMPDw/asGEDqVQqevXqFT148IB8fHxo9erVlJ2dTTdu3CCVSkUuLi507949cnFxobKyMiIisrOzo927d1NYWBi9ePGCrKysKDMzk+zs7IiIaNmyZSSRSKhdu3YVfsPSpUuJiOjdu3d069Yt8vX1JYlE8sHf/eTJE7p69Sq5urrSjRs3TP42aNAgKikpITc3Nzp58iTl5ORQixYt6NmzZ6RWq+ngwYO0efNmOn78OJWXl1OjRo3o/PnzdPv2bcrPz6eBAweSl5dXpd+tVqvJ2dmZ7t27R4cPHya9Xk+CIFDPnj1pz549ZGtrS76+vlRWVkY6nY4Law0dOpSsrKzo2LFjZGdnR5mZmURENHjwYFqwYAGFhITQ6tWrydPT0+T7QkNDafHixVReXk7p6enUtm1bWrZsGXXt2pUuXrxIu3fvplmzZlGvXr0qHKux6JRxFBcXU3FxMf3nP/8hmUxG3t7edOnSJQoODqajR49SVFQUXb9+nb+fiaA5OzuTlZUVyWQy2rVrFxfPquwREYlEFBYWRjdu3KD379+Tj48P+fn50c6dO+ns2bPk5+dX6Xn+WOj1enJ0dKSrV68SEVUQJmP3sa+vL79H7OzsqGvXrrR161aSSqV07tw5Cg0NpWvXrtHChQtp1qxZdOzYMbp06RItWrSIvv76a5LJZPT69WuaP38+AaC8vDwaMGAA9erVi5YuXUqnT5+m2bNn09atW6l79+4fPW6RSET29vYkk8lIo9HQkydP6P79+2RjY0NPnz6lqlWrmohgPXz4kIqLi+n3338nIqKOHTtSXl4excfHk6enJ3Xs2JEiIyP5+8vKyuj169ek0Wjo6dOndPXqVUpNTaXQ0FDasmULrVu3jrZv304DBw6k7t27k5eXF71//56ysrLo5cuXtGXLFvrxxx+pV69e9M0331CLFi0++HsOHTpE3377LX3//ff06NEj8vLyohcvXtCDBw+oUaNGtGHDBhKJRCSXy+n169dE9JdgolgsJqlUSlKplKpXr067d+8mpVJJR44coQEDBtDu3buJiKhp06YEgDZs2EAhISFUo0YN+u6770gmk5GLiwulp6fze2DRokUkl8upY8eO/BhHjRpFixcvpunTp9PDhw9JEARycnLiwl5lZWWkUCjozZs3REQUHBxMbdq0oeXLlxORQYRMJBLR48eP6fr16xQQEGAyRtWrV4+++uorysnJoUWLFvHX9+zZQ6mpqdS/f39q27YtxcTE0Js3b2jmzJnUv39/Ivrr2bp16xbNmDGDVq1aRRqNho4cOUKPHj2iN2/ekIuLC5WXl9O0adNowYIF5ODgQFu2bKHx48fT+PHjSa1W8/2x+Prrr6lFixbk4OBARERxcXG0du1a2rBhA/n4+JBIJKKbN29SaWkphYeH061bt+jJkycklUrJzs6O1q5dS9999x0tWbKExGIxdejQwURArbS0lBISEkzujw+JlU2YMIF0Oh3t27eP8vLyaMmSJXT//n3Kysqi9PR0ioyMpIEDB1JkZCR99913tHfvXtq4cSMVFhbSjRs3aO3atbR27VouQDl79myysbHh+3/58iXVr1+f///79+/p9OnTNHLkSJo4cSKlpKSYHI9IJOLj8+PHj8nKyopevXpF5eXlJAiCydjm4OBALi4ulJGRQTqdjoYPH06LFy+mFy9eUOPGjU2uz8GDB+nFixfUqlUrun//Pu3du5eOHj1Kr1+/JhcXF6pRowZlZmZS586dafDgwbRhwwbKycmh9evXk42NDe3cubPSc/jB+Mcpzv+FMG6LNGvWDH5+fti2bRuuXbtm4gnB6Fn0f7I8tVrNN6ajwdgPrOzPnEdZKd3BwYGvAMyrIeYgS41Gg9DQUI5gZ/1rJlxkvIWHh+Ozzz7jPVa2iuvVq9ff6oGyuH79OpKSkpCamoqvvvoKarUaQ4cOhaenJ+/pszZQx44dERQUhLt376JVq1YmWXhlSG8iA/ame/funIXDVryRkZEVWBPG5dhly5bB1dUVu3btAgC0adMGRAa2RWpqqkU57c2bNyMhIQHnz583qYwxQbuZM2ciJCQES5cuxcmTJ3H27FmTzTwKCgq4oRgThGK/KygoiFer1q1bh5kzZ4KIEB4eDhsbGxPNiMjISDRob55VAAEAAElEQVRv3hwrV65EaGgoevfujeLiYq7X0atXLwQFBfH3X7p0CXPmzOG4F1be/qchCAZDxzVr1mDPnj0ICgpCVlYW5HI5qlWrxtsrBQUFfPU6ePBgAIYy9KlTp5CUlASdTge1Wo1bt27hl19+ARHh4MGDKC8vR5cuXUwqJyqVChqNxsQXy5j5sHfvXhQVFaFTp068L030F0NnxowZ2LhxI28xmPe6BUHg949Go0GrVq34/dO2bVvExcVxR3Bvb29069YN1tbWiIyMxFdffYXffvvNRJK8uLgYvr6+GDBgAIC/vMGIiOvEREREwNraGlqtln/2+vXr3P159OjR+P777ysImX3++efw8vKCTCZD/fr18e233+LkyZOwt7fnQO7U1NQKz061atXw/PlziMViZGVlwdHRES4uLsjNzUVRURHc3NxQpUoVREZGQqVScesO5kmj0Wiwf/9+3vowd1KvUaMGRCIREhMTTcThXF1dUaVKFTg7O/MWzIABAzBq1Ch+Pzo4OJhULZKSktCoUSO4ublBr9ejadOmsLW1tSj45uLiggMHDuDu3bsmjMw5c+bwdrYgCNwjRiqVomHDhpg+fTpnwzA9pw95XxnL6ru6uqJ79+7Izs7mRpZVqlRBlSpVIJfL4evry3+zQqHg47azszO0Wi0kEgm6dOmCzp07QxAE1KhRg9PvRSIR4uLiEBQUhCpVqnCcFDvP8fHxFSoVHwLOm29du3bF27dvoVQqsXPnTrRr1w5du3bF3r17ORtOq9Vi/fr1Jvs3flbMqyeWYt++fdxKgulnsX0VFBRg2bJlcHBwQMeOHTkzqEWLFiAyYE/s7Owwa9YstGjRAlKplJvYRkVFYe7cuXjy5Eml1+rVq1fYsWMHBgwYwNtao0ePxvLly3H27FkcPXoULVq04B5XHxKW+1j8qxMVwHJbxPiGsISoN764r1+/xtixYzFhwgRkZ2dDqVRCLpdzK3lBELgYENvMqYvGZTTAkKgY97cHDhwIQRAs+hHVrFkT1apV471HlqgUFRXxnmllsWvXLgQHB1uktz558gQhISGYOXMmH9w9PDzwzTffAAAGDBiA8PBwPHjwAAsXLsScOXOgUqk4mPann35C1apVOXB40qRJHFg7dOhQ2NvbY+7cuVy0i/nfMOplbGwsfH19ebuDYRPkcjlu376Nw4cPQyKRICYmhpe2LdmmM6wCo7+ai7pVVvKs7OENDAzkpmgajQY//fQTL7ETGbAdbCLev38/xGIxZ0ekpaWhuLgYFy9exJYtWywmycOGDYMgCNwTqqCgAOPHj0fHjh0RFxeHgIAA3iL5b0IQBK6v8/z5c8hkMoSGhvJSrEqlgo2NDQBDi5RhCBwcHLi7MGuFqtVqfPXVV1i5ciXkcjmioqLQoEEDTo0kMjDTsrOzK/hi2dvbo7y8HNu2bUPDhg0hkUigUCi4F4tWq0WzZs0gEokwYMAAtGnTBpGRkdBoNFCr1ejYsSPc3NwQGBiIzZs3m/w+c6XK69evo2/fviAiTmV//fo1VqxYgeTkZIhEIlSrVg07duzA48eP+WJDJpNh7ty5/JlTKBRwcXHhrsFBQUEmWhc7d+60OBkY31+xsbEIDw+Ho6MjnJ2d+caECeVyOb9vVq1axcceRj019vwynnyMxy527gMCAjgwl3k4WVlZ8TaYcWzbto2zUVgywxSHBUHAtm3b4O3tDbFYzIHHMpmMu1Gz787IyEBsbCyePHmCAwcO8JbowYMHAYAbogKGFi1zT2bnhxl3lpWV4dq1a/D19UVQUBC6d++OGTNm4M6dOxbva3OxSvOtVq1afGNJg/E5+1iCwJJUor8MLxmg986dOzh//jyna5svPs31syzh6oxj7969HAcjk8lw/Phx1KtXD05OTqhTpw769+8PvV6Pt2/fcsryypUrUb16dTx58gSlpaUAgCtXriA/Px/JycnQ6/WIiYnhuJMHDx4gNja2wndrtVrUr18fs2bN4tgWY/0s4983d+5crhq9fPlyk/ZNSEgIxo0bh/Hjx3Oz0C+++AKdOnXiLLa2bdti9+7deP36NXbt2oURI0YgISEBcrkcQUFB/HN/Z5z+u/GvT1TM4/Hjx5g7dy4cHBywcOHCCjStb775Bk5OTpWyLf744w8MGjQI6enpyMvLs7gqNw9zLARjIFWGRzEODw8PHDlyBIDpw3Dt2rWPrrqzsrIsCkaxKCgo4P1mFxcXrF27FoBBrCg2NpavjIKCgjB//nw4OzsDMFCZ69ati6ioKHTu3BkhISHQarXIz8/H5cuX4ezsbFE9cePGjVzUrU2bNhg/fjxmzZrFN6lUCr1ej1OnTmHw4MGwsbFBYWEhLly4wPuf5sGy/KCgIOTm5mLu3Lkmom4fwrxYytCVSiV/XalUol27dhCJRGjVqhWkUil69eqFtLQ0XoFj1NUBAwbwlZcgGDQk5s2bx1fbrVu3NtEzEASDNoi5WuioUaOwZ88enlz/03Bzc4O7uzuWL1+OVq1awcPDA2q1Gjdv3kTjxo15NfBT3KMr25juBJvQc3JysHbtWkgkEm4sGRcXx4HFgmDQ4mjSpAm++uorEP2F/1IoFDzpa968uYmGypIlS7Bx40Y4ODjA29sbfn5+ICIsXrwYa9euRZ8+fRAaGsonQL1eX0FHCTBYWERHR0MkEmHWrFkICwuDlZUVpkyZAo1Gw5/HKlWq8N+oVCrh7OzMGUHp6emIiIhAp06dPnoNcnJy4Ovry036mCqqRqPhpocsaWUT4ldffQXAIFopl8tx9epV7qzNwvy6OTk5YdGiRTh+/DhsbW0xffp02NjYwM3NDWvWrMGdO3dw9+5drF69Gm5ubujTpw8A8Hvg8uXLAAy4g2+//RaCYLAsYPerm5sb5HI5lzcwroKxBZ61tTWkUqkJ/ZhhsKKiomBjY8Ndufv06cOBuImJidwFPSgoiAv8Vbax+8gSBsm42ms8nr5//x5isdiEMm28wGH7NGaDskWPVCpFYWEhZsyYgYKCAuTn53M20YQJEzB79mwsWLAASqUSv/76K9+/OU7RUsTExPCFAxvbHzx4wOUWzCsmgEGV2NhQcN26dXxB169fP0RERHC9L8Z8jYiIqFBJnjp1Ktq1a8eNVpl+1rJly7B582bO+hk0aBB0Oh0CAgJQvXp1E6r46NGj0bZtW0RFRSEyMpLTqFm8evUKy5YtQ506dfg5dnR0RIcOHfDdd99xVmmdOnXg5uaGoKAgFBcX4+zZs5g8eTK6d++OM2fOoLi4GL/88ovFZ/pT4/+5RIWFUqm06H1g7NL4IY+YvxOVMQIstT8sHaclNsuZM2c+KCgEGJIcY98G87h8+TLc3d0BGCzTZTIZ3NzcoNFo0LVrV56xK5VKxMXFoUWLFigvL0erVq04Xc3Pzw+1a9eGWCxGbGwsb5eYA35fvHjBHXDZTSuRSPDZZ5/hwYMHGDFiBAeaGg8gHh4euH79OuRy+QcdhXv16gUnJycoFAo0adIEGzZs+Efqrt7e3rxiwvyCBEGAm5sbn0zYsVetWpUPTkz9UhAE/Pzzz1zO+0NlXpFIBHt7e+5q7OXlVYH5s3btWotCTB+LFStWQKfTcVDh0qVL4eDggMLCQr6CYdVBpl8gCAYqpzEzxhiAzZIqpVLJ1V/Z+9h92bFjR8TGxnJ9hcaNG2PdunUQiUQVSvYikchkoN64cSMkEgnXMmKsuBs3bnwSjV8ikSAgIACbNm0y+Z67d+9yewsHBwcMGTIEzZo1w5gxY5CZmYnMzEyIxWL+HGZmZkKn00Gr1SIjI4OzEXQ6HUQigyKsuXcYYKhyMlsJ1gJKSUlBfHw8Zs6cyXU7Zs6ciVatWiEvLw92dnb896pUKshkMoSEhPBnwNraGlZWViYMjvr162PEiBHc5frmzZsoKytD8+bN0bRpUw6Q7tq1q0lyLBKJ4Ovry2nLrFpiDEBmEvLs+rEEWiqVctdclUqFkSNHQq1WY8qUKdiwYQNWrFjB2+aMfjxjxgyevLu6uuL06dNIT083kQpglcgmTZpwUb8PbUql0mQh+anaIAwozcJ4MSMSGSwVli1bxhXCs7Oz4enpCbVajbt37/JkiiUQxgkNA54rlUqkp6ejcePGXKjSOIy1W5hy9KhRo1BQUAC5XI6RI0eioKAAo0aNgkwm4+OvcZSUlJiMa97e3hg5ciT//71796JBgwYcTiAWi7Fly5ZKK4DMV4vpZwUEBGDXrl0QBIHr8jRo0MCk9e7r62tRpXf+/Pnw8/NDnTp1UFhYiFevXvG/SSQSWFlZcdkK4/uZxZUrV3D27FnY29vDz8+PP/sAMGLECLRv377CZz41/tWJyq5du5Cfn4/MzEw0aNAAvXr14iWxBg0aICwsDCdOnOD+LCdOnEDVqlVRtWpVE0PC/40wpn9+aJNIJBbZLPn5+UhLS/vgd8jlcly7ds3ktbFjx/JzcO3aNSgUCgAGqu/y5cuxcuVK/P7776hSpQrc3d2Rnp7OdWOuXLmC3Nxc1K9fn7fQWC+fiJCcnIwBAwZALpdX8GdgtuZSqRTHjx/H06dPsWXLFq4N4+zsjODgYLi4uPCSfMeOHTFr1iwUFRXB3t7eRFHTOEpLS/H9999j7Nix6NixI6pWrQqtVgsbGxsuAmaOIajMMyMvL4+Le1lKLoxfY9S7hw8f8koBC2bfbhyMpZSdnY1hw4aZtPj0ej06duxoIiwGGAaegICAD15nS/GxfrhCoeAy9m5ubhgzZgx0Oh0uXbqEZcuWYeTIkXylzgzZWG8/Li6OV5RiYmJMEmgrKyuoVCp88803JiqiTLb+7du3uHLlCt6/f88t343FpBi9uUuXLrxVdOjQIdjY2ECn03E6N7sWc+bMsdgHf/v2LdasWYO6dety5ouXlxdmzZrFqfGHDx/GhQsXoNPpIBaL0bJlS26FwDAAgiAgKSkJq1atQlZWFhYvXoxXr15VmHQKCgr4Kpv9+0MtBkt/S09P51YCzGTQ1tYWDg4O8PT0hJ+fH7KysrB8+XLY29vzZLFZs2YIDg6Go6Mjrl+/jvnz50Or1eLZs2d4+fIlGjZsiOzsbLRr185kYURkYDiyysuHkkBBEHiSYGVlBVtbW3z22We8UqPRaKDX6ytoLwGGcSggIIDTah89eoRjx45h7dq1/3WL0zwSExNNJPvZFhQUBFtbW5SUlODFixfYsmUL5s2bx69VYmIiCgoKMG/ePIsLig/9f1BQEG8VKZVKaDQapKWlVZg/zLVbmPUGq6y5urrCy8sLDg4O3FPqYyEWizFx4kQAf9GI69evz1V1bW1tIRaLERISgunTp/NK8p07d/DDDz9U0M9SKpVc52rw4MFo37491Go1tm/fDrlcjmfPnvFWUJcuXdCzZ080bdqUG4vOmTMH/fv3h6OjI6ysrNCpUyccOXIEL168wPr165GWlsYXOFWqVEF+fj7WrVuHBw8e4Pr163Bzc4OHhwdSU1MhlUq5DtWhQ4f+/0lP7tq1K79QMTExqFmzJvfI6NmzJx48eICMjAzeo2arSLZiGj58+EcNCf+bsOQ9Y2kbPnw4tFotunXrBoVCgT59+iA1NRVqtRonT57k+zMv7Z09exZubm6YOXMmfv31V95KYGqZDRo0wA8//ABvb2/eWjKOV69eYc6cOejWrRvS09N5idrT05MLRW3dupV7gDRt2hTVq1fnctZqtRrBwcH47LPPkJeXB7FYDIVCgREjRqBZs2Ycn7N7927e2378+DHy8/ORnZ2NrVu38mMZNWpUpUnKtWvX4O/vD5VKhcjISN5X9/b2xuzZs00G2k8BmJWVlXEvpzNnzmDKlCkgIrRo0QKHDx/GggULONiPlSlZSXzWrFn8HJ85c4YngV999RXHCYWEhFg833K5vIJPDGCgiLP9/J2w1Oa6du0aGjZsWKFCkp2djdLSUnh4eKBZs2Zo2bIlUlNTIRKJkJqaCk9PT5NVJKt0eHl5oU2bNlAoFPjmm29QVFTEVWbz8/OxevVqngwynQy2j/j4eEgkEuj1ei7yxGilTOdn//79JhP+mDFjeBJ8+vRpyGSySsvBtra20Ol0qFOnDnr37o1hw4ZxxVgGJmXXZOjQofDx8YGzszOsra3RoUMHHD9+HABw8eJFVK9eHa1atYKbmxsfEyyJhlmiw1pZWWHhwoUoLi7Ghg0b+Gq0oKAAWq0W8+fPh5eXF6RSqQnQF/hr4rG2tuaKsSxBdHNz4yV+hklxc3ND165dIZfLLa54zUMQBOzYsQNt2rQxqaIREVJTUzFnzhwQEXr37m0CeGXAfnbNmLaJeSWLRXR0NK9QGIexcaelePDgAQ4cOICDBw+aYPxevnyJHj16cNG11q1b8wpX3759Tbb8/HwObGUAcmPdFPZfsVgMBwcHfP311yAi+Pn5QSwWo7CwEHv37oW1tTWn++/du/eDixj2348tdAcNGoSEhAT8/vvv0Gq1uHbtGg4ePAgfH58KC5bKQqFQYOzYsQAMLfoxY8bA29sbdevWRb169bBjxw7eijNuTe3fv9+ifpa9vT2/xyMiIlBYWIiGDRvycZDhVmbOnMkXq6ySplAo4OXlhXPnzqG0tBQbN25Ew4YNIRaLuSSDVqtFp06d0KJFC05XNne9zs3N5arJMpkMO3bsQHFx8X+V1P4rE5X169dDJpNh6dKlvFoCGCahxYsXQyaToaioCHfv3kWfPn3g6OgInU6Hdu3a8ZXfvynOnTuH8PBweHt7czYLW82zsNS3NX6A5HI5OnTowPETubm5CAkJQXp6+icpGO7fvx8HDx7Ey5cv+YPu5OTEZc3//PNP/Pjjj1AoFKhXrx5+++03DBs2DE2aNOG4nL179yIiIoIbjVWpUgXBwcEgMohgRUZG/m1hIiaLX1JSwl+7ePEigoKCuBhVdHT0f3X+if5SJwYMrTCFQoEOHTpAoVBwQTiWOLIkztHREYABuMYqDoyldOjQISxcuBBDhw5FSUkJ3N3dMWPGjAoT78aNG+Hq6vpfHb95dOnSBS1btsR3332H+Ph4fPvtt9w9lQn96fV6PnkpFArY29tzbMvHWjDm2/r16zl+hJXWBUFA06ZNKwz0xoO9+T28dOlSk5WmQqFA9+7dK/isGCu3mq+Ejb9DJBLh9u3bOHr0KC5fvgwrKyscP34ctWvXxrJly/jK8tixY9DpdFixYkUFz5ePBXNvnzFjBoKDgzFs2DBER0fDzs4OvXv3BmBgqohEogpsmaCgIEyaNAleXl4m1bd69erBzs4OY8aMQcuWLfniQ6lUwsHBASkpKRXOR25uLlq1asV1Qf744w8TwKKlJJ6d93HjxmHw4MGYPn06fvnlF7x8+RIvX77EuXPncPbsWbx8+RIymYyzc8xj7969PIFlCxdm3MkwSoChpZCVlYWsrCyTxJht9vb2aNu2LapVq8Z1gNj5bdasWaXXQBAMzu5hYWHw9PREVFQUevbsyduFbLI1xrfUq1cPEokEtWvX5ppKxiKexcXFUCgUWLBgAeRyOaytrbFs2TIolUr8/PPPsLe3/yhL5d27d2jTpg3/XpZEt2vXzmLbx1JIpVLY2tpylqKTkxMX/pw3bx6GDh3KKxgMTzlu3DiIxWLodDp07twZb9684fpZbdq0QVRUFPLy8qBSqfDw4UPMnz+fA4znzZuHoqIiBAQEoEaNGtyDCDBUyrKzsxETE4M7d+5g3LhxXNeF6UZJJBLUqlULMpkMQ4cORVBQEBwcHPgz6eDgwBMlBkGIjIzE9u3b4ebm9knnxFL8KxOVrKwsixbbLAYPHgwHBwdotVq0bt0amzdv5jfG/61E5WPodXNDOuYJ0qBBA4v727hxIwIDA7Fo0SI+gEyfPp2vWlu1agW9Xo86deqgWbNmfIUklUp56fBTQ6PRoEWLFlCr1UhJSUHDhg25sifr1bZp0wYbNmzgK+rk5GQ0b94cI0aM4APu8OHDERISAnt7e4SEhKBdu3aVDpqVCROpVCqcO3cOT58+xZIlS5CamgqJRMJBnuatr4/FkiVLOKiYBXvQEhMTuQoum+jatGnD3UmN3z9u3DjehzVujVhbW1dYvVpZWfH+d926dVFaWorS0lLs2rULnp6enD77saisvWW+NWjQgFM4mzdvzimFHyv9s8mLAV9r1KjB1ZL79OkDmUyGjIwMNG3aFICBhTN8+HCenHh4eMDf359jXNzd3TF//nzIZDL4+flhz549UCqVqFevHqRSKX744QeoVCqsXLmSt2IYaJB5YdnZ2cHX15dvzGvlQ9iFlStX4ssvv8T27dshEol4u0Kj0eD06dPQarU4fvw4v99OnTrFV7zGk9WnRGlpKSZMmMBbSmwbNmwYli1b9tHWEJuwGUMLMFQRGbbE3GdIEAymgEzkrVGjRsjMzOQYK7Z/iUSChg0bomHDhrhw4QKKi4tx6dIl9OrVCy4uLtDpdBXahoIgwMXFpcIiCfiLflxZrF+/HhqNhi9chg8fjosXL2L27Nl8jGNtJYZjUCgUkMvlfFJlxyGTybB69Wq+72PHjkEikVQ6uS9duhS9evXiOKMrV64gIyMDEokEhw8f5rgkY+mJli1b8t/O7lki4j5DAODo6IiQkBBkZmYiLCwMAwYMQJUqVXD48OGP4gcBA3Zqzpw56NKlCzIzMzn4NSUlpQLGr7Ko7N6x1HqsXr06OnfuDCKDF9306dPh5OSE0aNHY+zYsahRo4bFqrb5foz/33xMPn/+PEQiEW9rtW/fntsk2NnZISUlxYTRxha7EokEe/bsQefOndGoUSO8e/cOGo0GO3fuhEwmQ2RkJAeB/5P4VyYqrq6uFYCy+/fvR9u2baFUKrFq1SoQGUBcSUlJJmVFJt9sHsykyTxevHhRqZ33h+JjyHVL6PXXr19j27ZtFvdXo0YN/rdff/0VU6dORX5+PuLi4kzKtsbtLalUCqVSiTFjxlTot38osrOzK9ywHxpwi4qKMHv2bOj1emi1WiQnJyMlJQV6vR6urq4ICgqyuIIyfzB27txZ4VhsbGxw6NAhKBQKzig4fvw4Dh48CGtrayxevBiZmZkIDQ1FlSpVkJWVhcLCQpNKm3EEBATwvihLFEUiESZNmgSZTMaVhFUqFUfZJyUlQRD+oiIKgsG3glkvGCcqy5YtQ0hICDIyMrBs2TIoFAp8+eWXWLRoEa8uGZeoc3NzPxkUbCnBqwyrYm9vb6IeyqpaERERXAFTIpFg9OjRICJ069aNM01mzpzJlUgZU4dRjPV6vYkeA2CoZBqr3hIR76Hv3r0bGo2GM9iYro+l6y+VSlGnTh1uycC8ftj2MdOyhw8fIjk5mZ+b7du3QxAEtG7dGv3790d2djZq164NrVaLzZs3Q6VS4T//+Q/q1KmDRo0a4eTJk1y1mbmBM08wc0yEpQgLC0PdunVBRCgoKOC+YOx31q9fH1FRUbCzs0OTJk2gVqsRFRUFvV5vAqju0aMH/w06nQ46nQ5WVlZcMkGn0yEkJAQFBQUoKSlB8+bN4e/vj23btuHp06d49uwZtm3bxkHVrJzfqlUrODs7Q6fT8bK+v78/xGIxrKysuH2BQqHgUvusWuPv7w9HR0eL9+qbN29Qp04dfPbZZyavjxs3zqQSMmTIEHTv3h16vR579uxB8+bNMW7cOPTs2ROff/45du3axanB5pVH5pJsHqxNxPRZ5HI5jh49yhPlpKQk2NnZwd7ents2GEsOWFtbo3HjxtzTh92H7O8BAQG4f/8+JkyYAGtra44zsqT5ZBw7d+6ESqVCaGgoJBIJ1+uRyWS8+uTs7IxWrVph3rx5nJllHsZaYcymITMzE1999RWvGonFYowfPx5JSUnw8vKCj48Pf8769u3LsZCsDVRZCILAsZUMt2iOqWSg55ycHA4KZ5VTkcjgBWVjY4O0tDQolUpcv34darUabm5uWLt2LZ4+fYr4+HhYW1vzyi4RoVatWnjx4sUHj+9D8a9MVORyucmN/P3330OpVHJfns2bN0Mmk/GVcHh4OL766is8ePCAD6Tmweha5vHnn3+aCH19anwMsf6xJMa8wqBQKHD58mVMmjSJl9mcnJw4DkEikaBjx46Qy+WYMWMGVCoVbG1tuRaMvb09BEHgTJcPxZ07dxAZGcknU/Y9UVFRuHv3LrZu3cqZDJZWZf3790ebNm2Ql5eHJUuWoGvXrhgzZgyGDh1qsg0aNAjt27dHzZo1MWPGDC5MZBzt27dHaGgoCgoKUFpaivLychw5cgShoaF8FRkREYFWrVpxeX9BMHi6WApjrIh5+8F48/HxqZReLggCJk6ciIKCAnTr1g0ymYwj+ps1awZBELjgn3ESU1xcDKlUirVr12LVqlX/lcDRzz//jKioKJPJKTs7G4IgoHr16hWE91hlCjAkVj179kRGRgaGDRsGsViM2bNn49tvvwWRwWuE+en4+voiMzMTGRkZkMlkFvE3AFC7dm0OpGaLAUEQkJqayp2xi4qKuNeLRqPhPjz169dHx44dTTxObG1tKyRElUXz5s3x1VdfoX379khNTYWXl5dJlah+/fqwtbVFp06duLAjm9TYfV1cXIymTZsiPT0dwF9u4MYy+8abpTh27Bind6pUKhNjRvO2lHn1Y86cOVixYgWfIFm/39wrzLhlw2wbmCGccXL+9OlTrhF0/fp1PH36FDqdDtu3b+dJCmMJsfPFkgQi4qJoLIlLS0vjWJUpU6bw6t0XX3wBd3d32NnZYcSIEcjLy0OnTp0wY8YMVKlSxWTxYWdnh6tXr3JG5vr16xEREYGrV69Cr9fjwoULvPJo7ifEiAbsmWzQoAFq1qwJDw8Pfm6jo6MhlUoRHR0NGxsbE0E+Rghgfk729vaQSCT49ttvMWHCBKjVanz77bdo0aIF3N3dsXHjRhw9epS7UZeVlWHKlCnIyspCv379TIDklqJGjRoYMWIEp/Onp6cjKysLTk5OCA8PR0ZGBlavXo2uXbsiKCiIj+eWwlgrjFWCjO8Jpo0FAPHx8Rg/fjx27dqF6Oho/hwav4ct6mNjY/k8unz5cgjCXyJw/fr1g6urK/Lz8zFjxgzMmDED+fn5cHNz4+y7cePG8bGtRo0aCAkJ4S2lW7duITExEUVFRQgNDcXYsWNhbW2NyZMnY//+/Zg1axYyMjKgUCgqZcT+nfhXJiqCYCqwxkBBgKFUtnXrVohEIpw+fRpEBlOw+Ph43iMUBIFXT54+fYonT55AEAT+QLPt0aNHKCws5Poi/21s3bqVl08FQYBer4ejoyNq1aqFlStXYuPGjRU2499Yr149iEQijB49Go8ePcK7d+8glUoREBCAkSNHcjM3vV6PyMhIdO7cGSdOnACRwavo9u3biI6O5oJnH4sdO3ZAIpFg+PDh3KAQMPSa27RpY7Ey9ccff/AKhI2NDfcBSU5OrtQgcN++fQgODraoo/L48WM+ARubNkZGRkKr1VZwLwYMbDCtVmuCO2Hh7u7O21UsaaxZsyZP6FJTUxEbGwuxWAxPT0+0bt2aT/ZM88DT05MDK6VSKRwcHODl5cXBpKyV1KxZM6jVavj4+KB9+/YYN24c3NzccPXqVfj7+3/SNagsQkNDK5TibWxsMGXKFK6IW1hYiBMnTqBHjx6crWNsQsj69i4uLlAoFLzdIhKJ4OPjA4VCgenTp/PzpdFocOnSJUydOrXC8Rw6dIj7+nyscubg4FApMJPF4MGDMW7cuEr/boxZcnR0xJkzZ+Do6IhJkyZxoCSbgKtVq8YBtomJiQgJCYFEIuGssQYNGvBW8Zo1awAYDEqZc/SHIiIiwkRpmgn6scmQrdBZW4Etos6fP4+rV69i+fLl8PX1hbW1NWxtbeHv7w+JRIIvv/ySO7b3798fY8eOxbhx47joIqPiFhcXc6Ctu7s7nj9/DsA0CTfGtBlPcjKZDHK5HDk5OcjNzeXtF2dnZ4uu0ikpKXyRZFzVi4mJgbW1NVxdXXlLirUDjUX8rK2tUVRUhOTkZDg5OWHUqFHQarUoKiqCTqdD8+bN4e3tzatPxr5cgiAgKCgIHh4ecHd35+BM1vJgFGxGR2Z4RIaVYRUTvV6P2NhYk4TRzc2NV0evXLnyj8Dt5qHRaNChQwfe9mjYsCFycnKQnZ0NtVqNtm3bYtu2bRg6dChiYmIgk8lMBD6Zy7JxFBYWwsvLiztnX79+HR4eHhzbZ6x0y+LcuXMmbUXjRb2xnxUTUmTsM+NFqHEHwLyayxZwjx8/Rs+ePSslSpSXl2PGjBncCFYQDCyoWbNmoby8HL/88gsyMzP/8fn+1yYqXbt25S6dTK+jX79+ICIOjrpx4wafpAHDTcgchxUKBbKysj7aohGLxZUyUj4UZ8+eRVlZGf/32bNn4efnh6+//poL3jDUs0qlQs2aNT+YpR86dIiri6akpCA1NZWDlJhCaVhYGKRSKU6fPs17tRcuXAAR4dKlSygrK4NEIvloRYXFsWPH4O7ujsjISH6u+/XrB5lMxishxnHlyhX4+flxrAETiDNmVpgzl86cOYNvvvkGIpGI27uziIyM5OckODgYPj4+8PHx4QJ0zs7OfIIwj4kTJ6JevXoVXh80aBA8PT2xe/dujhVhrArjlbIgCBztfv/+fXz55ZdcDdU4mPw8AN5G+dDGyu6enp4m5/TvhkKhqIAl8PLywsaNG6FQKHD8+HH+nVKpFIGBgahSpQqioqLg6OhoMqF+SouPsVGYQZqlWLFiBaRSKVcMlkqlqFatmgmDTRAEbN++/aNtFWOpdL1ej/DwcG4OmZOTY5LosbaARqNBw4YNMWTIEGg0Ghw4cAASiQS7d++Gra0tCgsL+cr0t99+Q35+Pk/cmNmiIAiIj4+Hg4ODRRyBubFlQEAAFzL08/PjE7RIJEKDBg1MzrF5e7ay6mnjxo3x3XffQaVSVdoSYHH79m1kZWVBoVDAycmJJyo//PADqlevDkEQsH79euzduxcDBgxAfHw86tevD71eD5VKxenoSqUSvr6+XLFWpVKhefPm+PHHH/HFF19wDNGVK1c4/fjYsWMoKSlBQkICV79l8f79e0ilUoSHh/PXGDB20KBBEASBs8GYuSJbwQuCUEGDSqFQIDs7Gzk5Obx9x4D/ISEhFZ4NprDNEjJWqUpOTsaTJ08QFxeHwsJCXkXPzc1Fy5YtkZycDHt7e+Tm5iI1NRX16tWr0Prfvn17hSTCPBh9d8uWLSbmezk5ORyfU716dfTv3x9FRUUVgNbMZZnFuXPnQERo166dCfakS5cuqFGjBpydnU2UblkwpVsWxot6Vu1l7DMiwoQJEzBr1iwkJiZCLBZjxIgRH+0OvH//HmPGjKlUbZjFjh07MHDgQAwYMIADfy9fvoyGDRtCJBJ9VI7jQ/GvTFRYH5ttTLKbySlHRUUhMTERhYWFEIlEXJsE+Ev6eMOGDcjKysLevXuxZ88ekweabYcPH+alv78bgvCXRLF5i8F4YhAEAePHj+cJS8uWLbFjxw6L+2TAy379+qFv376YP38+GjZsCG9vb7Rt25ZbpgN/lVnz8/OhVCo5vsXX17dSGpixJP/EiRMhCAIvrSqVSt5TFIvFkMvlJoh+pqAoFovRunVryOVyVK9eHRKJBGq1mlMtK9u0Wm2FQXnMmDGc0jl69GgTZoRareYtJUtUv1OnTnFWjnG8ffsWLVq04IkIE3hLSUkx8XRZuXIlxo8fD09PTy68tXLlygr7s7Gx4eDs+Ph4jBgxAvv37+d4FJFIxCdDNliKxWIkJCR8MvbCUtSqVQvJyckmLswFBQU8CZFKpcjMzAQR8ZW5TqdDTk4OtmzZAoVCgdDQUOTl5SEvL487J7ds2ZL30NnxG69elUplhb71u3fvkJOTgxs3blTwY3J3d0dKSoqJY7VGo4FYLIarqysHyZq3VYyfb19fXzg5OUEsFnPPG9aiAQB/f3989913SEtLg0qlwq5du6DRaLBlyxbY2tpyoTTW3r19+zbKy8tRt25d1KxZE0eOHOGJwu7duxEXFwd/f3/06NGjAtbJfAL19/dHZGSkyWuNGjVCXFwc5HI5FwZUKpV8fKpatSo6deqETp06oWnTptBqtejcuTNWrFiBkydPYsGCBbCzs4NWq0VKSgqGDBmC9evX83vzzZs3nFLOcAVKpRJSqZSfT+YLFBoayhdMH0tGjbeLFy9izJgxvH0SEREBZ2dnExYIC9aWNg+mvcHCEvBYJBIhPj4e33zzDV69esVbU5a+g02E7du3R8eOHbFixQoIglBhPGNtIpFIhKNHj+LHH39EUVERV24GDPYPHh4emDp1KvefEgSDn1WNGjVQq1YtLlDZuHFjnDp1iidiW7duRVhYWAVVWeNo2LAh9Ho9Ll++jEGDBsHPzw8TJkzgSfEXX3zxQbFO5rLMYtiwYSD6C2+0du1aBAcH48GDB6hZsyYfQz+mdKtUKvnCiiUqQUFBGD58uMn+AWD69Om8OmteOTTfRCIRQkJCLC4aAUOlSxAMciLsnp0zZw60Wi1ycnJMVIX/SfwrExXzmDJlCkJCQnD06FHeh/T09ORlSmY0FRkZiapVq1pklxQXF1cKwPwnYbw/pnOh0+nw888/o7i4GNWrV8ekSZNQXFyMW7ducQXKpKQkiEQik9I2C6VSWYEi+OeffyI3NxedOnXC0qVLQURo2bIl/P39ERERwc3PoqOjsXLlSkRFRUGj0Vi8MbKysjBx4kQsXLgQKpWKy31v27YNvXr1QlhYGJydnTF48GAkJyejY8eOmDZtGgoKCqDX63kf+/Tp01i2bBnevHmDUaNGwc7ODmPHjq10UKxZs2alK8emTZtaNGcUi8UfLBX+9ttvkMlklf796tWrFVa55itf49c1Gg2OHj1q8ZylpaVh3LhxkEql+M9//oPmzZujZ8+ecHV1xdSpUzFlyhR069YNYrEY48aNQ0ZGBvr371/psX1KXLt2DVWqVDGZnBj2g5XvGfjOw8MDVatWRceOHTFkyBA8ffoUZ8+ehYuLCxISEpCWloYBAwbg4sWLqF27Npo0aYIjR44gJSWFTyZisRjh4eEWtYAAQKfTmXihsEhLS4OVlZWJESjbJxN/8vDw4IkMYMADsMnVONasWcNX9sbPx5w5c0wwHQ4ODlz2nyXV9erV4y0F9l+RSIRTp07hzJkzsLGxwcOHDyESifDLL79wIKu3tzeX1zfeWFhZWXHm2Y0bNzhGqjLsU2Uba0V9ynutra3h4OCA9PR0DB482KKHmPH2+PFjTJkyBa6urrC3t0dUVBTatGmDFi1aoG3btsjJyUGzZs24PYGdnR0uXbqEUaNGcSXp3377DStWrDBZnbNwcHCw6Ds0YsQIEBG++uorE8ZOaWkpp7WuW7fO5DM9evRAQkJChX2xZPTmzZvcksD4fNnb26N+/fpcO8tYLt94Y9UbS38zb22w16dMmQJBMFCg8/Pzcfz4cUilUosVVhY3btzA+PHj0apVKzx8+BDdu3dH1apVkZycjNGjR6Nx48aws7ODo6MjWrRogblz55okLnK5nCdmRUVFCAoKgiAIWL58OYqKirBgwQIoFAqsX78e+fn58PX1/SSlWx8fH97GZ4mKTCbDl19+ieDgYJPPXrhwAVKpFJs2bULr1q1NNvN7LDAwEA0bNqxUH6Zq1ar8eTQ+59nZ2R80NvzU+H8iUQEMGSejmLEHv3bt2pU+vJaiMpDRh2h5fycaNGhQYVIDDOU5vV4PX19fuLi4YMiQISZlVBaCIGDq1KkYP348xo4da7IBf1WLWrRoAU9PT0RGRmLbtm1c/I6h+hlWx9zkjz38rEfJep1M3phJ8i9cuJCjwhleg/UcVSoVateuzStRv/76KxQKBerUqYN69eqZCJTduXMHr1+//uA5s7Ozw7lz5+Dt7c1N0IC/5MAfP35ssZX1KV4cNWrUQHh4OLZt28ZbU99//z2qV6+OHTt2oH///hCLxTh79iwmTJiA+vXrV9jH7du3OX2R9bkdHBzQoUMHrt576dIl7isCGO4zNzc3bNiw4aOl/Q9FeXk51q9fjylTpmDy5MmIi4vj+ijdunXDyJEjKyRgxm0H4wHD/DXjJG3gwIF48eKFRUYaU6Lt0KEDl8v/448/cP78eXTv3h0ikUEm3snJiSclzASuMpuJ5s2bY+7cuSbfc+zYMWi12koTvRMnTmD9+vW4fv06wsPDkZaWBr1eDwcHB47/MJ7crK2tIRKJeKuyefPmKC4uhkql4t/1KXYYzLYAMDzfDRs2xL1793grad26dfDz8+Pnd8OGDVCr1di5cyfCwsKgVqsxdepUbuthfk0+lPQwPEitWrWQmZlpMZE6ceIEdDodr3ayCVej0SA6OhohISEIDQ3lk39SUhJSUlIgl8t525e1k65fv86P0zh69epVqe9QjRo1IAgG/R62KmfVVbay9vHxQXR0NGrUqAGFQmFSqWXBklHGZLxw4QIAoGbNmrwdybyG2P2mUqn4plarIRaLYWtry5MYR0dH2NvbY82aNRYFFO3s7DBt2jQ4OTmhpKQEe/bsQatWrfjnLVVYjePly5dIS0vjmlLmVQjAIDqZk5PDF9UsjLEnxtVNc/KCTCazaCtRWRgv6rVaLQ4cOMCNNNnCFDBUjYxpxuZJnHnMnz8fTk5OGDBgAFatWlVBMoEJSG7btg2PHz/mOKzAwEA0b978k479Q/GvTVQuXbqEJUuW8IH+8uXLyMvLQ1ZWFubMmcMfrk+NykBGc+bMQUZGxn91rGyCvX37NlJSUuDg4IC6deti9OjRqFu3LsRiMXx8fLBp0yaLK0kAWLBgAV/Zu7i4wNXV1WQrKCjAhAkTIBKJUF5ejuLiYhMvBhYfUskVBAGdOnXC2bNnIZVKkZOTg7Nnz3JA8aZNmyCTyaDX67l6KIuMjAwsWbLEhDHk4+PDcTSM7nj//v0KOjLM6dnSAKVQKHDlyhWTVhrwVzutfv36EAShworXmKnTr18/Tn0zxoWwjL5fv36cMnzjxg3s378fDg4OHPgFGETmzLUTjO0KGO17ypQpkMlkGDhwIKZMmYIhQ4ZwTx6dToeCggLeP2ersu+///5Tb6UKYYyxMk4w2OssoayMcRITE4PBgwdj0aJFfKXp7OzMKaqCIEChUCAwMNCEhfPy5Ut89tlnvH3Wv39/ExNGS1UqFtOmTbPYVgEM+Ay5XG7SLkpJSeF0ZTYxe3h4mHzu3bt3SExMNMGV1KlTB15eXnB0dMSYMWNAZADWCoKAatWqwc/PDxqNBnFxcejRowdq1qyJsLAw1KxZE7169cLvv//+0fM/fvx4KJVK9O7dGxqNBpMmTULv3r1BRBzb0L17dxAZgIr9+/eHlZUVB23Onz8f9vb23EZBJpNhzJgxkMlkJm3oJUuWQCaTIS0tDenp6UhPT+dJk0gkQtOmTS0mUgkJCXBwcECrVq3w9u1baDQaWFlZVZqUEhF69OiBNm3aoHHjxiar8Z07d1Y474AhWTVWt2WMqr59++LNmzc4duwYevfujZSUFLi4uFRa7RCJRFi6dGml5/rEiRNQqVQmPj+bN2/GwYMHcezYMY4pO336tEnrMDExEXK5nMMDYmJiIAiCRd2O0tJSbNiwAUeOHEGjRo3g5eVlAkZt1aoVX+xZqrAaR/PmzWFnZ4e8vDwMHToUn3/+OT7//HPk5uYiLS0N2dnZnApcrVo1DBw4kH+2S5cuiI2Nxf79+zn2xNPTkyv0mmNPPhTm+Be2qGdjAktimXvyihUr+D3y5ZdfVrrfEydO8PebJzOWqlM//vgj/yyr5uzfv/+TBEk/Fv/KRGXr1q2QyWSwtbWFQqFA//79YWdnh9TUVI5M37Vr19/apyWQEWAwLrSEdfiUOHfuHDw9PSESiRAQEICxY8fCzs6OTxxEBun2a9eufVAMDjBk2NbW1h+U9mYb85wxllT+lBAEAXPnzuW92tq1a3+wBG08+cybNw/29vbIz8/HihUrMHjwYNSqVQsajQZZWVm8BG9JSyYkJAS9e/fmTs/G4efnh9atW5uUPYuKiuDt7Q2NRsMVaj+08k1MTOQPqzG+ichAXU9MTORVphs3bmDs2LEQBAEnT57kv/HUqVOws7MzOTYm0peUlASdTsfbGpVtcrkc3t7e6NixI2QyGV6+fIm5c+eaoP3/TuzcuZMblIWHh0OlUiE6OhrW1tawtrbGN998w1evPj4+cHR0hFgsxvz58znDx9Lm4OCARo0a4eDBg1Cr1Vi5ciWSk5NRt25dfl/27t0b1apVw4EDB7hOglQq5SwHV1dXTrl0c3PDlStXUFRUhGfPnqFRo0YmbZUGDRogJiYGDRs2hIeHByQSCRo3bsxbEmq1mrOJrKysULNmTUgkEpOks1+/flAqlcjJyUG/fv1Qq1Yt/vqVK1cAGJRgjZVKLSV2DOBORJ9MH1+5ciWf/KysrBATEwOpVMpZS5MmTeLHzijRwcHBXOuDiDjDKDw8HHPmzIGLiwsaNGjAvbJiY2MrBcFXr17dogYRAJ58Hjp0CAC4Dob5c2yesLDn1dhVWqfTfdBV2lzN1jzS09MREhICNzc3NG7cuALDcciQIZViHFgw0T7zYKJ9wcHBFq1RJBKJCd5QqVSatL87duyIatWqcYCvk5MTYmNj+T3h5eXFJRlq1KiB4cOHW6ywsrh586bFMY+d32rVqmHAgAHYtGmTyTjP4sGDB0hISOCtzvXr1/OKf0xMDOLj4zFs2LAKFf/Jkydz5hpgSJYYs8/YtPHly5c4ceIEjh07hufPn2P9+vWIj4+Hra0t9w+aN2+exd929+5dfmzG1fj4+PhKAbVEZOLJplKpsGDBAhQUFMDW1rZSb7ZPjX9lohIbG4vhw4cDAFavXs1Xpy1btsSmTZswdOhQ1K1b92/t0xLICDD0Gv+pB0F6ejoaNGiAAwcOcG+i5s2bo6yszGRQsMQAMF+FGsu0f0pU5jljHK9evTJJihQKBfz8/HDlyhVIJBLIZDLUqVMHCQkJUCgUsLKygp+fH/z8/DBo0CCTgfxDGbX5RLhkyRKMHz8ebm5uWLlyJQoKCpCSksKdno3DeCIx319lbrqfGkSEhIQE3Lt3D3l5eSAijjFwd3fn7aPy8nK0aNHCYmVtx44dkMvlSE1NhUwmw6pVq3ilQS6Xo2XLllxwKTg4GK1atYJEIuEI99u3b1ukZX8sxowZA5FIBCsrK1SvXh2NGjVCTEwMHBwckJiYiHnz5iE5ORlKpRIZGRlQq9Xo168fNBoNsrOzERcXx2m7zHb+UzZ2X3p4ePD7iz0vTGmSibsZU4xnzZqF5ORkAJbdxp2dnVGzZk3k5OQgPj4eGRkZWLhwITw9PTFlyhQABjr50qVLOZPIeMVsjE9h2ByFQlEBqLxs2TLExsbyiad9+/aYPHlyhepiUFAQNmzY8LeuSUJCAv9MfHw8lEolkpOTeeVMKpVi2bJl8PHx4XRxpVIJNzc3PHnyBE+fPsWsWbN4MiWXy7nuEft9lsCs27dvR0REBDZt2oR79+6ZPNOMIs2qlRqNhmOFmLgb+z43NzdOWffx8eH+LcxV2srKyqKrdGVh7tnDGFhyuRy//vorysrKcPXqVRw4cAD79u3DypUrIZVKeZXSPBHt168ffHx84Orqis6dO/PXOnfuzPVetm/fjnr16lXw1RKJRFi2bBmvwGs0Gly4cAGLFy/melvW1tYIDAxEfHw8xGIxGjRogPnz5+Onn37i1Q92/i1VWI0jNjYWCoUCU6ZMwZ49e3hlbNKkSZ9Ee2fx5MkTHDp0iFdBWMV/7Nix8PT0hEajgbu7O2ezeXt786R0x44dsLa2xvbt25GXl/e35sTc3FzeyjYPBkJnCwDAwPiMi4tD3bp1LbbzLY3j5q99rFX/ofhXJirGALaysjKIxWLMnDkTbdq0gVqtho2NDZRKJb9gnxKWQEaAgbtuDjL61NDr9ZyG9fz5cxAR16DYu3cvCgsLoVarP8nK/LPPPqs0w7UUzHPGHDT74sUL5Ofnw97evkJyxAZ3tsrr2bMnFi1aBBcXF95yun//Pnr16gWdTofatWujZ8+e6NevH5o2bQpbW1v06NGjwrGw1euqVau4VDlgwP9kZGTg8uXLcHJyqlS/YPPmzZDL5VAqldDr9UhKSqpg8/4p8f79e4jFYn5ORCIRgoKCuGIlSxp9fX3h4OCAqKgonryoVCqTFQmLmJgYTJ8+HSNHjoRarcaNGze4qJRMJsPJkyexbNkyExAZY6YAhh51ZXTfD4WTkxOWL18OpVLJK2dM+VIkEvHqDmNdERkeZY1GA3t7e67srNVqcfXqVWzcuJEPGMOGDcPixYsxaNAgeHh4YNSoUejQoQOvAO7duxdKpZI/I+x5adiwIaZNm8YHcGOKsYODA2+zWaJkb9q0CTVq1ABgKCn7+PjA398fAwYMgJ2dHebPn4+jR4/iyy+/hFqt5gJWy5Yt4y3fzp0789/PfKBCQkJQrVo1XrV6/vw5atasySsbrBJ2+PBhk+NZu3YtfHx88NVXX+Hw4cMVaPWWYtu2bVz901KCbpzssXvk72yCIHAWhnGYl9mNFzvsswkJCbhz5w7UajVvvTg5OSEnJ4erCJ86dYr/HTBgoLZs2YLJkydjxYoVJq1k81arpY3p2TDPHrFYjJSUFLi5uWHChAnw9va2iLtgE5Z5+4a1bVhFWqFQcJE6JkbJngH2/DEtJ+NzyDRVmHR/lSpVOPOPhb29PZ8Ppk+fjsDAQO4NBViusBqHWq3G/PnzkZaWZtGMFDBUJioz3TSO9PR0ODs784o/SyA7deqE/v37QyQyaGsBpuyo3r17o0uXLgAM5AFra2u8ePECI0aMQGxsLHx9feHt7Q1vb294eHjAzs4On3/+OUpKSvDy5UvEx8ejefPmnDDBNqlUWqFqVVpaim7duvFqHBsbRowYgUWLFiEiIoK3hs2ZaZawO383JPQvD5FIREqlkrKzs6lv37706tUrWrhwIfXv35+SkpLIzc2Nbty48dH9dO3alfr06UNLliwhQRDo3r17dOTIERo4cCCNGjXqHx3bo0ePyMnJiYiINBoNKRQK+uqrr0ihUFC1atXI3d2dXr16RTY2NkREFBYWVum+/Pz8aMiQITR06FAaNGgQabVak7937NiR4uLiaN68eVS7dm1q164dvXr1isLDw0kmk5FSqSQiolevXtH79+/pu+++ow4dOtCcOXPot99+o2+++YZGjRpF33zzDZ0+fZqIiL7++mu+/4iICOrRowcdO3aM9uzZQ+7u7vTo0SO6cOECERGdP3+ebGxs6PLlyxWOvaysjKysrGjWrFlkZWVFjx49IiKihIQE6t69O0kkEiopKSE3NzeLvz0zM5PevHnzSef8QyGRSMjT05PKysqIiAgA+fj4kF6vp+fPn5NIJKLIyEjy8PCgt2/f0pUrV4iIyN3dnVasWEFhYWE0Z84cWrhwIYWEhNCcOXPo/PnztGrVKvLz8yOFQkFERL///jtJpVIqLS2l3r1706FDh+jFixfUp08fKisrI39/f0pMTCQiov3791PVqlX/9m959+4dxcXFkZubGy1evJgmT55MX3zxBf/7+vXr6cyZM9SwYUPauHEjlZeX0759+6isrIxevHhBJSUldO7cObK1taU///yTJk6cSDKZjN6/f09FRUW0ePFiys3NpeTkZOrfvz+JxWJKSkqikydPUp06dahGjRq0ZcsW6tWrF5WXl9O2bdto5MiR1LRpU1Kr1RQSEkLFxcX8ej98+JD++OMPunDhAj18+JAAkEKhoFGjRpFCoaCwsDC6du0avX79mkJCQvgze/v2bbp37x4NGzaMHj9+TEqlkvr06UNdunQhIqJJkyZRSUkJ7du3jzp06EClpaXk5+dHJSUlpFAo6NKlS6RQKEgmk9G9e/eoRYsWdObMGSovL6fk5GRSqVT0yy+/UKNGjSg6OpqIiL799ltq2bIlERH17t2bn1NBEAgACYLA7yGRSESCIFi8RoIgkEwmo507d5K7uzuFhobS5MmTadeuXXT79m0Si8W0aNEi+uGHH0in05G7uzsREU2ePJlSUlKoRo0aRER07949+vbbb2np0qXUuXPnCt+zZ8+eSu+T9+/fU926dengwYPk4eFR4W9JSUm0Zs0aAkDt27cnHx8fKi0t5cdfv359ql+/foX96nQ6/m8AtGHDBtLpdFS9enUiIvrll1/o7t27VKtWLVqwYAEREV2/fp22bt1Kffr0oVGjRlFoaCgtW7aM7Ozs6NixYzRr1izq2bMnDRo06KO/6+eff6YrV64QAAoJCaHU1FQiIpo1axYRGa7bwIEDycPDg44cOUKFhYUUGRlJZ86coatXr1KVKlXI19eXrK2tiYjo4sWLfEw9duwYRUZGUvPmzUmpVNLvv/9OWVlZVKdOHXr58iU1bNiQnjx5wq+PpahRowYNHDiQ3r17R76+vqRSqUgqlRIAevPmDb1584ZEIhEREWm1WhowYAANHz6cv2YcZ86cocePH1Pt2rWJiKi0tJTCw8Np4cKFdPPmTZo9ezatXbuWxowZQzY2NnT37l1yd3enbdu20YQJE/g1Kisro06dOtG+ffuoffv25OzszOe6uXPnkkKhoKlTp1KnTp1o9+7ddPjwYRKLxXT8+PEK9/j79+9N/n/ixIm0adMmcnBwoOfPn/PXq1atSjNnzqRGjRpVeq7+R+IfpTf/yxEWFmaifnf+/HkTlsymTZug1+sRGhr6t8pJ5iAjhUKBESNG/OPjFARTBV36QOnrY8fJ8BBMGtqS7XxBQQHHeSxZsgRjx47FnDlzTEratra2GDJkCABYrG6w4yazUn9lqzYWHh4eWLNmDaZMmcK1XtgmEom4GF1ycjI34SsoKICrqytWrVoFqVTKWTLm8fjxYyxcuBADBgzAmjVrMG/ePAwcOBBjx479JO8i41iyZAkyMjJQUlLyQVYH26ytrXmp9ty5c5DL5fj88895m8LV1RWHDh3iuJ4bN26gQYMGEAQBjo6OHDB64sQJBAQEoHr16iZAbwYG/LvB2ipFRUWQyWQICwurgDP4FIqsTCYzkWkXjKidxqtyX19ftGvXDmKxGP369UPLli0hk8lMKlGVVRHY6/n5+RCJRKhbty6ys7Mhl8vRuXNnAOA+O3Xr1uWVw8ePH8PR0RFubm6Qy+WYPHlyBa8ZpVIJtVqNXbt2YfDgwWjfvj0AA7WSeeMQGbxEYmJi4OvrC3d3dwQEBKBt27YICgri7zG+vwVBsMgEYRsLc5zFunXrMGzYMLi6unJ/J6YwzSoAnTp1gkQiQWhoKICKgH0iqkDJVygUXHX374YgCNi4cSN69OiBtLS0Su+F2NhY6PV6E/bHp8TgwYPRqVOnChRkkUiErl27mvwu83vU+DWmUvqx+JRKhLnuChvzWBtux44dKC8vx+PHj9GmTRsQGSjOBQUFSEtLQ506dSCRSODi4sLB0fb29oiNjeVtPEsVVhbXr19HSEgIOnXqhDFjxmD8+PEYP348atWqBbVajQ4dOnDByzlz5sDe3t5E78Q45HI5PDw8eIVHJBLximRhYSF8fX25R1V+fj48PT2RmpoKvV7Px5o1a9YgMjISOp2uwniTkpKCQYMGAfirOuro6IguXbpYBE9v3LgR0dHROHHiBL9ebm5uCA4OxoYNG0w6EpcvX4a1tfUHr9X/RPwrE5V58+aZSDMDhn5o+/bteVmPaSd8/vnnFQz5PjSxmYOM/psQBMFEClosFqNWrVpIS0vjhonGA+LHwsPDo1KRoD59+mD8+PFwd3dHaWkp4uPjIQgGbx9jR1C1Ws2/y9jc8ebNmyZYifDwcGi1Wj64+vr6IiwsDGFhYfD19UX16tWxdOlSbNu2Da9eveKTXVBQUAVBPqbPQGQAakokEi4ilpGRAalUyhVgzePs2bOwt7fn7SgmFqZSqUBEn+RdZByMy89ofZGRkXB2dkbVqlV52fHhw4e83WeuPMucg3/55Rc4Ojpi0KBBHFimUqnw008/4ccffzRJBFg7IiMjw6Kf1D8J47ZKhw4dUL16dbi6usLZ2RkuLi5o3rw5pFIp/P39Ubt2bdSpU4dv0dHRqF69OjcrNN4UCgWkUik8PDyQlJTEaZ5WVlZcUyMyMpKDMo2dopk3lLH0/TfffIOgoCBOI50zZw4AA4V569atkMvlKC8vxxdffIGaNWtyzxcAWLhwIcLCwlBWVoa1a9dabHvY29sjMzMTHh4e8PLywowZM7jysyAIXMactVvu3r0LLy8vLF68GD169EBwcDDmzJnDsVMjRozg2KlPDWbcZ7wFBgbC1taWsycYENPZ2ZkbX0ZHRyM3NxfZ2dmws7PDmDFjuGora0vWqVMHbdq04Zix+fPnWzyGx48fY9q0aSZeO0yfwtJiw1Ky8E8XZnZ2diZ4BRaMms5CEAw2GFOnTkVwcDD69++PefPmYd68eSamjJbi8OHDaNeuHT+fTITS2toa9vb26Ny5M8dplJaWwtnZGS1atMCoUaNgZWXFRTS3b9/OVXhdXFwQHh4OR0dHTlVnjKVq1arx9vKwYcNQo0YNDBo0COnp6UhOTv7omHPkyBF4e3tbZL8IglDh/Rs3boSLi4vFfXl4eKBr164ICQnBgQMHQGQwDl25ciXs7e3x+eefc2bSu3fvMG3aNPTu3dukPTNz5kwsXLgQXl5eFeYQKysrzuhjSYaNjQ327dtnEZ9p3GI2Vv1lqtREBuA4E8M0x+C9fv0ay5Ytw5w5c/424aOyEADgvy7L/C9H69atadOmTfT69WtSq9Wk0WhILpdX+n5BEOjmzZv/68eVm5v7Se9bunTpJ71PoVDQhQsXyM/Pr8Lf3Nzc6KuvvqI2bdrQ6tWrKT8/nwoLC2nMmDF09epVunjxIjk4OJC3tzeNHj2acnJyqF69ehQWFkbTpk2j2bNn05QpU6hbt240f/58+v3336l37960atUqcnFxIU9PT4qKiiIiQ/to586ddOrUKRKJRHTt2jXy9/enwMBAysjIoOnTp5sc2x9//EEhISH05MkT8vf3p19//ZWMbyu5XE4HDhywWEpNTU2lqKgoOn78OB06dIguXbpEUVFRtGTJEurXrx/5+vpSnz59qEmTJp90DseMGUPjxo2jAQMGkEajISJD+6Bbt25ka2tLo0ePpj/++INcXFyorKyMbG1t6eDBgxQSEkIJCQnUoUMHksvldOPGDZo2bRo9ffqUcnJyaNWqVSbfIxaL6YcffqDXr18TAFqzZg1ZWVmRVCq1eFxLliz5pONnkZSUVOG1V69e0fnz5+nt27cUHh5OZ8+eJZlMRp6enrRlyxby9fU1eX9YWBh17dqVcnNzydbWlrdIpFIpyeVyevnyJZWVlVG7du3o7t27lJaWRk+fPqVBgwbRs2fPKC8vjzZt2kQnT56kESNG0ObNmwkAyWQyunPnDtnb21NxcTH5+vrS5MmTafDgwbR48WLKzMwkFxcXKi0tJYVCQd988w317NmTZsyYQX379qUrV66Qh4cHtWjRgkJDQ2n06NF09+5dCgwMpFevXpn8hrZt29KlS5foxYsXdP369QrnxN3dnZ4/f07Pnz8nFxcXCggIoF27dlG9evXowIED9NNPP5EgCJSUlES//PILde/enfLz82n16tX0008/0aVLl+jOnTv07t07k/1mZ2fzf4tEIvL09KTIyEh+X2/evJm3UCqLunXrklqtpqdPn9KePXvI3t6edDodXb9+ncRiMYlEIiotLeX7DAgIoNDQUP759evXExHRyZMnKS0tjZRKJUVHRxMA2rFjB5WVlVFaWhpt3bqVoqOjycXFxeT7T58+TU+ePKElS5ZQeXk5paSk8Gfi74SNjQ0tXbq0QnlfJBKRWCymrKwsIiLasGEDicViSklJoadPn9KlS5fI39+fFixYUOG5MG+D+/r60h9//EFTp06l+Ph4+vXXX6lly5Ykk8koPj6eLl68SF27dqV27dpR/fr1qbi4mN6/f09isZjKy8vJ39+ffvrpJ/rpp59o/fr1tGfPHtq9ezdlZWVRaWkpvX//njp16kSLFi0ikUhEt27d4q24hIQESk9PpxEjRhARUXFxMVWtWtWkxWEeISEhFBwcTAMGDKCzZ8/SjRs3SBAEmjVrFm3bto1SUlJM3n/16lWKiIig169fV9hX165d6fz58+Tr60tr1qzh95VCoaCBAwdSUFAQzZo1iw4fPkxdunShkSNHko+Pj8XjWrlyJRUVFVFhYSGpVCoiInJ0dKRt27ZRZGQkabVaOnv2LH311Vf05MkT2rlzJ929e9dkH4WFhRX2O2bMGKpXrx7FxcVRt27daNy4ceTg4EALFiygW7du0b1794jI0LKOjo6mS5cukUqlotLSUtqxYwfFxcVVei4/Kf5H0p3/5WjdujU2b95sUSTtQ/EpgDBzAaX/ibh48SK2bt1aQRTHPMz1P3Q6HXfvNN/kcjkWLFgAb29vdO7cGU2bNoVSqeS0TlaKa9CgAfff2L17N18li0QipKenw8fHBytXruRgSYVCgalTpyImJoYfV/v27blEOMvAVSoVXF1dLa56Fy5cCD8/P07VJqNyb0hISKVgM+CvbJ9pkdy4cQM6nQ47d+7klu6BgYF/6/wLgqkmi3GpEjAVi7OkPBsTE4P+/ftzv5mtW7daLGlboiU2atQIjRo1QmZmJjw9PaHT6f7r++vx48fYvn07wsLCULVqVXTt2hV9+vSBVCrF9OnTERUVhWrVqlW43+RyOXbu3In3799DoVCgVatWSElJ4aZ9KSkp3EW4Q4cOFQCwzEdq7969WLNmDaRSKTd3ZOf3/v37/P5j58Df3x9Ef3lyCYKAVq1aATAoWBYUFODOnTuwsrLiINeTJ09alAl4/PgxOnfuzKs+7dq1w4gRIzjTRC6XQ6FQ8GsgkUjg5ubGRbaKi4sxePBgKBQKVKlSBcHBwbh58yaUSqWJyqx529M4unfvDhsbG4SHh6OgoAD/+c9/0KdPHwQEBJj8TafTITg4GK6urlAoFPyea9++PSQSCZ48eYKEhARYW1vD0dGRtx87dOgAX19fk9fMtVLMvXYEQYBGo+EmfBKJBAkJCfz+Y8Z+nTp1qjCW/N3o168fbGxsMHXqVBw4cAAHDhzA1KlTIZfLERgYyI+X/g+z5mMKvJba4CKRCNOmTeP/P2zYMMTHx/NKBJOUz8jIQHp6OkpKSrgIYHFxMdLT01G/fv0KrVaJRILLly9jzpw5qFatGr9H/o7Rn6VQqVTYuXMn/P39oVKpEBkZiYiICF5lMncG79mzZwXvNBbmVOUvv/zSpOJvLJNfmUI0i4iICGi1WhMROr1eD51OxwGvN2/eRE5ODre5YISJD90jP/74I3Q6HSZPngyVSoWpU6eiU6dOEASBC5IChta7jY0NV27PycnhNO//Rhn+/4lE5Z/Gp2AUzAeF/ybMJbaNUe6WHk5/f3+u/5GYmAhXV1eo1WrUqlXLpLWSlJQEd3d3eHp6Ij8/H+7u7ggMDMT06dP5ZMJu3uPHj5uUGG/fvo0ffvgBZ86cga+vL38g2eQdGRkJX19fKJVKXkq0t7dHzZo1Ubt2bf6+ESNGcI+YKVOmYOPGjSgqKsLkyZNBZFCBvH//Ph49eoTjx4/j2LFjuH79+kexOQ4ODhxhzxKVgIAATJw4EW5ubrh8+bJFtczKgpVjzROV06dP83KucaJiSXnW1tYW7dq145iabt26oVatWpyp5ejoCFtb2w+yuAADY61r166cfvtP4scff4RWq+UTMVOTNE4GjUvO5mV/ph3D2HI+Pj6c7VSzZk0kJiZyCrMx1ffkyZPcndhSkjZ69GguQkhEGDlyJATB4E7t6ekJIoKtrS1EIhGSkpL4AJiZmck1bYzplJMmTTLx9zGOcePGwc/Pz6I79x9//AE/Pz/k5uYiMzMTEomE60xUrVoVe/fuxeeff85///3791FQUACFQoGGDRviwYMH3DX6wIEDiI6ONhEmZBOvtbU11Go1b4VJJBKMHj0aSUlJuH//PlatWgU/Pz9+nuRyOSIiIrBy5UrIZDLUrl0bgAFbsWnTJtjb2+Pt27e4e/cubt++jZ9//hlyudyEecLCktdO9+7dOfOpoKAACxcuhFQqRWJiIvfaYWwfnU7HsRt2dnZIS0szseo4duwY+vTpw5lW5lFWVoYpU6bAxcWF318uLi6YMmUKRCIRf9Yqu1fYxryeLLXBWULMIj4+HuPHj+fCebdu3YJGo4FKpapg1gkYWrUKhaKC8atIJDK5b1QqFfz9/SuIrX3I6M9SNGjQAJGRkTxpYlFUVMRFGD/77DPk5eVxh2dLgpfG8eTJk4/K5Ofk5HCFaEthSaV96NChcHd3h0KhgFgshru7O78vzOcaNt+UlpZi3bp1GDduHMaPH4/vv/8eW7ZsQe3ataFWq/kiWaVScRwkYMCXMlwaYNApc3Z2RmlpKV+s/JP417Z+Zs+eTV26dCGFQkGzZ8+2+J4nT57wkpl56XbGjBn/Nw7TJLKyskgsFtPChQvJx8eHjh8/TtHR0eTh4UHz58+nWrVq8ffOmjWLRo0aRc+ePeOv/fHHHxQVFUVisZh69uxJgYGBJAgCXb58mSZNmkTPnz8nPz8/evv2LZWUlND58+dpz5491LlzZ7p27Rr5+PhQcXExBQUFWWTRKJVKunLlCnl6epJaraawsDA6evQoiUQiKi8v5+95/fo1+fn50datWykyMpLOnj1LXl5eVKNGDTp16pTF337y5EmqVq2ayWtnz56lpKQkzgKyFF26dKE///yTXrx4QQcOHKDLly/TyJEjacOGDfx8PX78mI4dO/ZJ14CxNO7fv0/29vZEZEDd79q1ixISEujdu3cmrZ9nz57R7t27KTAwkIKDg4mISKVS0eXLl8nT05MAkJeXF7m7u5OTkxOVl5fT7du36dSpUxQSEkJffvklZWZmEhHR4MGDacGCBRQSEkKrV68mT09Punr1KiUmJtLvv//+ScdvHCdOnKC0tDSys7OjoKAg2rZtG8XGxpJer6f169eTVquluXPn0oQJE+jevXv022+/kSAI1L59e/r5558pMDCQLl68SJcvX6bVq1fT6NGjSSaTkUwmo6dPn5Kvry/JZDL67bffqLS0lKpWrcoZapcvX6Y///yTXr16RVZWVlRaWmrSlhEEgTMFysvLyc3NjXx9fUkQBHr37h0dPnyYM5+MQxAEWrVqFd25c4fmzp1Lo0aN4s+KlZUVBQUF0blz56hfv340fvx40mg0VKtWLXJxcanQ2iAysFMaNGhACxcupCNHjtCiRYuod+/etGXLFjpz5gyVlpZSUVERFRcXU0lJCZWXl1NpaSkplUo6fPgwhYWFkU6no+PHj1NgYCDt3r2bBgwYwJlx5mVw9qxcvnyZ1q1bRzdv3qSbN2+St7c3ERG1bNmS1q5dy9+vUChIIpHQ/PnzqW3btuTo6Ej9+/enYcOGVfgt5eXlJBKJOOOIhaOjI61YsYLq1atn8vqmTZuoXbt2FB0dTYcPHyaFQkGPHz8mIqLAwECKiYmhlStXUsOGDUmhUND+/fvJ1dWVbt68SdOmTaP27dvT/fv3KTAwkEJDQ+nXX3+l3r17f5AFycYrKysrIiLat28fxcfHk0QiIZFIROvXr+f3kHnUqVOn0v3K5XJq0KAB/fDDD/Tu3TuytramTZs20caNG+nEiRO0cOFC/vnNmzfT2rVrqWrVqpSXl0dlZWUUGRlJ58+fJ7VaTZs3b+b3nkgkooyMDA4V2LRpEyUkJND58+eppKSEJBIJVatWjY4ePcqPJSUlhWJiYmjixImVHu+CBQuoW7du1LVrV0pNTTVpbZ05c4YmTJhAWVlZnLXUo0cPi/cvi8aNG1tklwmCQAqFgvz8/KhNmzb0/fff07Rp0yglJYWqVatGarXa5P3GLDbz2L17N506dYrKy8spKiqKM6nM48KFC9SwYUN+bxAR/frrr2Rvb08//vijCYvR2tqaTpw4Qf7+/kRkaIm3+/+4++6wJrL3+zNJgCSE3kR6kyYINhQUwQYWwF6wgX3XvnZde++ia3cVxV6wu9gb9gYqoiKK2HBtYFfK+/uDnbuZJFTd/X72d55nHshkyp3JnTvvfcs5nTuz54Z/H4WFheHWrVsaq0ZLhXKbOP8w7O3tGTW9JnZWCwsLluAnkUjIx8eHDA0NycDAoFxqtT8CyrwqPI32mjVryMDAQBAymTNnDunr62u0sDMyMqhJkyZq7ugmTZrQ0qVLaf78+fT48WNWjRIbG0tSqZTi4uLI3d2dNmzYQI6OjoJj8hT2rq6uFBcXR0SFLtHKlSvT7du3acKECeTp6UmjR48mGxsbMjY2ZoR7vKuQ13WxsLCgDh06UPPmzVlCFcdxLFmVX7y9vZnGSnHIycmhgIAAUigUJBKJmMvayMiI9PT0yNfXt9jsex58uIO/Z9WqVaNatWpRrVq12CxCoVCQlZUVeXh4kEgkok+fPpGLiwtL/A0ICKAXL16Qm5sb/frrr3Tr1i3q2bMnASB/f3/q1q0bCyngr1kin2DGezrkcjmFhYWxcM+BAweK5WMoCps3b2bJq1paWtS8eXN2XgsLC2rZsiVTf5XL5QLhP1tbW1q2bBlzS6enp9Py5ctZm3mSMAMDAzI2NiYjIyNycXER9DmgkFNlxYoVFBsbyzSneCmGRYsWsUozqVSqpmBemmq8otzYZalsioqKotTUVIGrftasWaSvr08nTpygOnXqkJOTEz158kTgXTQ0NGTndnR0pOPHjxNR0Xo3ynj06BEFBQWxJMNx48bRwoULaezYsWRraytIsN61axeJRCKmgj1gwABWVbJu3TpKSEigmTNnkrm5OUVGRmrs65q0dpo2bco4KoYMGUI9evRgfR0Ade7cmYWM+eTlpKQksrOzI0NDQ5YcGxMTQ/7+/kRUmIiqKYk0ODhYjaadqPDZVR5rlb0rRIWVhv7+/mRpacm8KAsWLGBVUsoICwsjkUhEdnZ25OnpSTo6OuTm5sY8EbyXo0uXLuTp6UlmZmZ06dIlKigooJkzZ5JEIqEWLVrQ2LFj2fUQFe9Vj4yMpK5du6p51FWF/jRBtXJSdSkpdKSKbt26kYGBAdnZ2VGrVq2oZcuWZG9vT4aGhtSuXTtydXUlHR0dsrS0LJKxXPm3u3LlCsXFxdGGDRto8uTJLBFZGV+/fmXcLcrw8/OjsLAwgXfqzZs3FB4eLkgR4LflPTy3bt0ijitkb966dSsRFbJry2Qycnd3L5VkRVH4nzVUSkKNGjVo3LhxRPR3GOP9+/cUHh7OBM9Kkq7+XhIaVRQ1+I0aNYoA0MOHD2nmzJmkr69PZ8+eLTZnplmzZhQUFET16tWjJk2aqOmc8NUoz58/Jz09Papfvz4NGDCAHB0dNYoyxsTEkJ+fH4szAqCBAwdSz549SVtbm2XNX7x4kZGGhYaGkra2NrVp00Zj7JV3LXIcR8OGDRO4G6dPn06bNm0q8YEnKoxdbtq0iaZPn06zZs1iZXplgWrmvfLCE4Q1aNCApFIphYeHU1RUFG3cuJGsrKxIJpMx9dL09HSaPn066enpsVwO1RK+jh07koeHB2lra9O8efMoNjaW7O3tydLSkkJCQqhr164klUqpffv2pFAoqF+/fmW+Hi8vL/rtt9+YNk56ejp17NhRoE7MX2uFChUoMjKSDcAymYwOHDhAUqmUPRu2trY0aNAgksvllJubq5a3Q1RIlsaXVDZr1qxIjSKO41hIhDdUDQwM2GdeEJBHUX3c1taWKleurJYrplwmvGvXLgJAs2fPZmRsy5cvJxcXF9q1axfl5OTQ8+fPSSwWC9o4atQoxsCqqkiemZlJFhYWjGW2Y8eOFBoaSomJidS1a1dWVqyML1++0KZNm6hhw4ZFqvOqLmZmZiSTyah79+7sOF+/flXLh1HWzdEETVo7HMeRtbU1BQYGMqI0e3t71raqVatSUFAQyeVylh+XlJTEWGv5vLGwsDCaOXMmERUaYJpIGVVDqTxevHghUBjmOI6OHz9OycnJNHbsWDIyMqL+/fuTVCqlo0eP0pcvX2jt2rUUFBSkdqw///yTatasycJqfn5+NHbsWEaLz+dpvH37lsLDw9kkgTcWHR0dKTs7mx48eMCYk/9p8EbThQsXqKCggAoKCuj8+fPk7u5ODRs2pLi4OFq3bp1gKQojR46kn376SaAFl5+fT/3796fRo0dTQUEB9e7dmwICAopt04sXL1i1qTIZXp06ddRCp4cPHyYA1L59e8EzKBKJ6NatW4Jn3MjIiMl1KK/jx6P69euThYUFNW/enE6cOEH6+vq0e/ducnJyIn19fY0Vn2XB/2zopzjwBGNnzpxB1apVYWRkhMTERHh6eiI5ORkRERHIyMjApEmTSn3MCRMmfHe76tati6FDh6JFixaIjIzE27dv8euvv2LlypU4ePAgI+VJSEiAn5+foGqIiiBVys7ORqtWrbB//36cO3eOudhyc3MRFRXFyJzoL6KqTp06ITY2FmKxWNC2O3fuoHHjxli1ahWmT5+O06dPQ0dHB+bm5ggKCmKVRs+fP8eaNWswcOBAXL58GQqFAgUFBTh79iz27dvHSIl45OfnIy4uDiEhIbC0tCzXfSsoKIBUKkVKSgq7vvLCwcEBly9fhqmpqcbvZTIZ7t27BxsbG3Tt2hXHjh3D0KFD0aZNG9jZ2SE9PR329vbo1asX1q9fDy0tLWzfvp2FdwCgbdu2CA0NxejRo3Ho0CGWTW9tbY0KFSrg8+fPuHz5Mtq2bYv69euje/fukEjKxq2oq6uLlJQUHDt2DL1790bv3r3RsGFDZGVlYfTo0Rg4cCCr/tDX18eGDRvY/a9UqRIAwNLSEteuXcPBgwfRrFkzREREYMOGDXj48CFcXV2RmpqKyMhI7Ny5E1ZWVoLzv3r1Ct26dUPNmjVRuXJl5to+fvw4NmzYgJycHABAhQoV0KRJEwQEBKhdQ7du3QCgyH6up6eHtLQ0SCQSFBQUoEqVKujUqRPb9tu3b9i2bRuuXr0qCOUBwMGDBzFmzBhIpVLs2bMHFStWREREhOD8Bw8eRJUqVdSubcKECfD19cWOHTvQqlUrPHjwAM2bN8edO3dgYmKCrVu3on79+mz7n3/+GVu2bIGtrS2io6PRuXNnXLp0Cc2aNQMRQUtLC3K5HA4ODrCzs4NUKsXXr1/x7NkzyGQyODg4gOM4Vvllb2+PUaNGISAgAEQEZ2dnVqFRHD59+oT09HS2j1gsRnx8PNasWYPExERIpVIYGxvjxYsX0NbWhq2tLZ4/f47s7GwYGxsjJycHEokE+fn5GDBgAJo1a4bGjRvjwoULqFKlCi5cuIA2bdrgyZMnAIAbN24AKCSDPH78OIyNjVlb+HFsxYoVyMjIAPB3OJDjOBQUFKj9r62tjcaNG+PcuXN49eqVxmvMycmBQqFQG7/evHkDhUIBbW1tAICVlRX69OkDLy8v9OvXDytXrkTz5s2RkpKCOnXqsBCYJpS2ghD4u/JKE7Kzs9GtWzfs27ePPR/KlUh6enqCcA7HcUWGwc3MzHD27Fn27PK4d+8e/P398erVK9y8eRN169ZFdnY2vn37hocPH8LJyUkwtrRv3x7p6emIi4tjoWyRSARvb2+4u7tj8+bNAIAtW7agS5cu7Ddq3Lgx0tLSkJWVBZFIhB07dqhVA92+fRsbN25UC4mlpKQgNzcXFSpUwIABAyCXy7F37160bt0axsbGWLlypdqzWVb8JwyVwYMHC+KRgYGBOHfuHGQyGQ4ePIh+/fphxowZCA8PR3JyMgICAvDhw4d/vZ2HDh3Cx48f8eTJE7x69QorV67EixcvoKuri6ioKOzduxeBgYGMIRP4O6Y4cuRIvHnzBsuXL2cPaX5+Pn7++Wfo6+ujoKAAWlpamDlzpuCc6enpuH79OiIjI3Hw4EG1uCOf6/PkyRNUrlwZnz9/BsdxjH3x9evXgofs4cOH+Pr1K3R1deHk5MRyUtauXYuEhASsXbtWbVCVSqVITU1lcfrSoqCgALGxsYiPj8fRo0dhZWUFT09PtGnThj1EPxqVKlXC1KlT0axZMzg4OOD9+/e4ffs23r17Bx8fH6SnpwtyfVasWIGEhASsWbOGsf/y4Etnvby8sHPnTqSkpMDY2BgnT57EmDFjGKtveWBjY8NetLwRyoP/zHEc7t69i5YtW+Lu3buMmZQvlezQoQN27dqFgoICKBQKvHv3Dvn5+dixYwdat26NAwcOoG3btoiLi0NCQgIuXbqEDx8+oKCgAB8/fsTLly8F51YeKvbs2QMiwtmzZ7FkyRJMnToVQ4YMKfG6lPu5chn+69evwXEcexlyHIfnz58jLy8P+fn5MDAwENwDPr9IJBJBX18f7969Q9euXUt1bwcPHoyqVauq5YK8efMGRkZGav1OJBLB1tYWvr6+7LucnBwcP36cbSMWi2Fubl7kOatWrcpK3Ply7+nTp8PLy0utdJfP/+DRvXt3xMTECNiqeeOJ4ziMHz8enTt3xtSpU7FhwwZkZ2cjLy8PCoWCsQB/+PABurq6yM3NRfPmzfHHH3/g3bt36NatGzOgxowZgzt37rCXszIrr6bXhEwmw+LFi9G9e3cAhX1i5MiRGD58OPr164fdu3fj6dOn6N27NxYsWAATExMMHToUr1+/VmM+BQpf/L///jtSU1PBcRw8PDzQvXt3AUsuj4kTJ2LhwoWwtLTEp0+fcO/ePejo6GDNmjUsX6koREZGFktvoQxVaomLFy/izZs3aNKkCVs3e/ZszJs3D1++fEFBQQGioqIwa9asUhmfPIyMjLBu3TpBWTwA7N27F926dcPbt2+RlpaGGjVqoHXr1iwH5N69e3B0dMTAgQNRsWJFzJgxA0ePHkWNGjVYf01OToajoyMePHiAKlWqACjMQSMihIeH448//kBycjIcHBzQp08ffPjwATdu3MDEiRNRq1YtAMCFCxcwefJkzJw5E3Xq1GHt09fXL9Lwu3DhApydnQWTxuIMv+LwnzBUrK2tsXv3blSvXh27d+9Gv3794O7uDh0dHWRnZyMgIAC7du1CVFQUS+Y6evTo/1l7lV/YfIKcJijzvZiZmSExMZElL/G4e/cu/P39ERkZifXr18PZ2RnVq1dXS6Las2cP5s6di5YtWwrWSyQSPHv2DImJiWjdujVevHgBc3NzPH78GBEREbh16xZsbGzAcRwePXrEavbnzJmDkJAQtG7dGgDQpEkTZGZmgojg4OAgGFzv3r2LvXv3qnEHFAciQlhYGHsZ6+vr4/bt2zA2NkZaWhrCw8Oxe/fuUh+Px8CBA+Hs7KyWVPbbb7/h/v37qFSpEgYNGgSFQgE7Ozu8evWKzdqHDBnCHvzhw4dj+fLlaNSoEe7evYvMzEzY29tDS0sL+fn5ePbsGd6+fctedsrJpb/++iu0tbUxduzYMrefR2RkJKpXr45ffvkFAQEBuH79OpycnPDo0SOYm5sLBjQiQmZmJurVqwciwpAhQ3Ds2DHExsbi6tWrSE1NZcnSyuD+ooxXxoIFC8BxHCZNmgRPT0+EhIQwfgkHBwdMmjRJzSDg+XwePnxY4nWV1M9fv37N1u3YsQPt2rWDi4sLhg8fzvrchw8fMGrUKHz58gXz5s1jLzLeg1MSkpOTmaFy//59pKenIzAwEDKZTM0oBICoqCi1dYcOHcLz58/h5OTEksHlcjl7AfIvBN54jI2N1Whsqt5/kUiEefPmwcHBgc1CxWIxnj9/LjCEOI6DlZUVnj59yjxpb968gUgkgoGBAbKysiCXyxESEoJBgwahZ8+eSEtLw/jx43Hnzh2sXr0a+fn5gsTXjIwMyOVydp5Hjx4xGYpLly4JPFra2towNzcXeD5q1qyJKVOmICQkBB4eHpgxYwYiIiIgl8vh7OyMGzduoGfPnoiLi8PXr18F162JK+bKlSv4/PkzQkNDsWLFCujq6uKXX35h+9y7dw8fPnyAi4sLM+KqVKkCQ0NDdu+8vb1Rt25ddO/eHdWqVcO9e/fQvHlz3Lt3T1PXKBFNmjRBUFAQRo4cCaBQWqRq1aqIioqCu7s7hg0bhgEDBiAmJqZMxx04cCA2b96MMWPGoEaNGuA4DpcuXcL06dMRGRmJmJgYrF69GuPHj0fFihWxcOFChIaG4saNG3B0dMTevXsxYcIE3L9/H2fOnIGPjw+LKEyaNAmdO3fG1q1bWRL3tGnTMHfuXPTt2xcVK1bEiRMn4OXlhdTUVHh4eLC+qmyoqk5aOI5j/DSlRWk5xdTwXYGjfwk6OjosztyrVy8aNGgQpaen04EDB0hPT48+fvxIP/30E3l5eVHLli01lr/l5eXRnDlzqEaNGmRhYSGIs5U18emfgKGhoUY11127dpGhoaFaCVm9evXIw8OD8Unwiq3h4eEC3g4bGxtauHAhVapUiQDQ1atX6dGjR2zZsGEDyyvRJHim+pnjOLXyt86dOxep7qpJ4pyosN5eT0+P5fGosiHir/LKsv4+FStWpCtXrqitv3r1KllZWRFRYaJZfHw8vX//nuX6xMXFsVK74cOHEwDGPwCAfH19acKECTRmzBiytLQUiAHyCd0AyMPDg4KDg9WWsuL169csPh8UFESOjo5kYmJC1tbWLIavWlLIQ1N5doUKFcja2pqAQvZgoFBNl8+X2LFjh+C5USgUalwQOjo6glJEHvfu3SuVAnl0dDTJ5XK1fv7161f67bffyMDAQG2fMWPGEP5iwmzQoAGjPheLxWoqtVlZWdS5c2eytLRkKsGa5CCSkpKI4ziqX78+yxXh83W6d+9Ov/zyS4m8S1paWiynSZO8Af+Z547AX7lEdevWpTp16rAkX4lEwviHqlevzhSkg4KCKCcnh7Kzs4njOLp//77gmXJwcKBatWqRTCZjiueiv1SvnZ2dCShkyW3bti0lJiay0ufjx48TgB/GGKoM5TLqNWvWkJWVFW3ZsoXkcjlpaWnR1KlT2f+q0MQVk5uby5JMlWkcVBe+xFbTczZ37lyKiooiPT09atGiBZmYmGgsg//zzz/pzJkzlJiYqLEMngefD8aX29esWZMqVqzIPltYWDAl87IgLy+Ppk6dShUqVGDPZIUKFWjatGmsZPnRo0dkZWWlpmpORJSWlkZ6enoUHh5OgYGBbOwgKkxgrlu3LpNfISqkxOfLvL29vWnTpk1EVMgQLJfL1WgXNmzYQNbW1iSVSsnFxYWcnZ1JKpWSq6ur2jjxT+A/4VGxs7PDqlWr0KBBAzg4OGDx4sUwNDSElpYWmjVrVmw8ksf48eOxevVq/PLLLxg3bhzGjh2LjIwM7N69G+PHjy+2rKs4/Kh45y+//ILY2FiMGTNG4G6bOXMmunbtqlZuPXDgQKxcuRLBwcGwsLDAly9fsG/fPnAcBzc3N4wbNw4cxyE2Nha7du0CgCI9O6QUSrC2tkZUVBRsbGwwZMgQnDlzRm17frbIQ/m4mmaNqi52AGjcuDHq16+PUaNGAVAvA923bx/u3LnDBMxKO1suit33/v378PT0hJWVFfbv3w8PDw8A6rk+EokEubm5qFy5MpKSkqCvr49BgwZh8eLFeP/+PZo0aYJDhw4hJCQEXl5emDNnDhQKBVxcXPD27Vt8/fqVeZaUXZ4LFiwoVfuBkkvzR4wYgREjRsDU1BQDBw7EsWPHcOzYMTx58gQFBQXYuHEjWrduDalUiqVLl8LKygqJiYlwcHCAoaEh3NzckJqaCl9fX9y4cQMikUgguggUio3VrVtXMFuqXLky2rdvj3bt2gli41OnTsXWrVtx8+bNYq8rKCgIV69exefPnzFz5kz4+Phg4cKF+OOPP1BQUIDo6GiWH1WxYkXWN6ZOnYpp06ahefPmOHfuHHJzc3H27Fm1fCbe66elpQWpVKrmBeE9D9nZ2Thx4gRCQkKwevVquLu7M/f44cOHMWTIEEF4VhPi4uIQHh7OchJ4SoItW7agZcuWMDc3BxFBLBbj9u3bGDFiBMtz6d69Ozp37ow6depg+vTpaNGiBWMMdXR0xK1btxAUFIQ3b94UG/7kPV+8545nWZZIJIzaQLmEnP9fJBIhMTGRjTMlYf369cV+z3vYfH19UaVKFaxcuRLa2tpYtWoVpk6diszMTACFnvHOnTtjy5Ytat43mUyG69evw83NTbD+9u3bqF69uhpjcX5+PqZPn47ly5fjxYsXzBP666+/ws7OTk3ccevWrejYsSMUCgUyMjJYiPHjx48YMGAA1q9fz7yOYrEYXbt2xeLFizWGuatWrco8Z9euXcOHDx9Qo0YNyGQyZGZm4sGDB7C3t8fcuXPVwnqqoR1NUC0BV4ZcLsetW7fg6Ogo6DPJyckIDAxkpcXKnvLMzEy4u7ujc+fOePPmDYYPH47+/fujQoUKGDp0KGJjYxETE4OIiAgcOXIEVatWVXtXNW3aFESEjRs3snv3+vVrdO7cGSKRCAcOHBBs//LlS9y9exccx6FSpUoCb1y58I+bQj8AEyZMYCW+tra29OXLFyZiplouVRQcHR2ZfpDybDEmJoY6duxY7raVRCTXtWtX8vf3JwcHB2rQoEGRM+3iSJU0kQAZGRmpzSiLKm1u1KgRJSQkEMdxNHfuXHJ0dKTExERKSkqiESNGsGXs2LGkUCiY3oarq6uaboRy2RtPEKeJ+KwoEjQeFhYWdP369SLv67Vr1zQylZYET09PjaJrixYtInd3d6pYsaJGPaX09HTavn07bd26lbH2EhG5urrStWvXSEtLi54/f65WkgioV3vw9708yMnJIVtbW3r48CH7X3XhOI6srKzIwcGBecL4iglNbYHKbL9FixYCz1jLli3Jw8ODxowZw9ZNnTqVTE1NqVu3bjR37lyaM2cOY5zFX+RdU6ZMIVtbWxKJRBQfH1+q68NfVQPGxsbsWCYmJqStrc1m+Xv27CEfHx/69u0bOTg4UEpKSrFVPDx4Yr/SEDxKpVJWCqw8M1XVxCoK1atXp0mTJqlREvTr148qV65M3bp1I21tbbKysmIMo2/evKFGjRoxUUiO4+i3336jgoICQRvu3btHUqmUTp48SSdOnCCO4yg+Pl7wTJ07d04wayYiCg8Pp7CwMKpcuTJxHEcSiYRatWpFDg4O5OvrS+3btyepVErdunWjOnXq0M2bN0v1mxkaGgoWnkhOR0dH4O08e/YsmZiYkJmZGRvfzM3NBWPV/PnzWZWRMszNzenQoUNq6xMSEsjc3Fxt/aRJk8jR0ZFWrVolqFrkq5+UcfHiRdLT06PJkydTkyZN6JdffmHf9e7dmxwdHengwYPMW3XgwAFycnKivn37qp3X1tZWjdVWebxQft5Ul/KOCcoIDAykRYsWEdHf1BFEhWKFISEhbLvDhw/TokWLKCYmhlasWEFmZmbk7OxMEomE0tPT6fXr1zRo0CDq0qULe/fwrOj79++nU6dOCRapVEpr1qxh186DryTj8eHDB4qOjiaxWMyuWyKRUPfu3enjx4/lvu7/hKFCRLR9+3bGIUJUOFCMGDFCY02+Jsjlcsb6WKFCBbp69SoRFb6g9PX1/5lGEzGK8nbt2tGgQYMYOyO/aEJRIZNLly7R8OHDqX379iSXy6lhw4YaJQCU2WFnzJhBnz9/JiKi2NhYatq0Kc2fP59tq1qLb2JiQkZGRtS5c2fq0qUL6enpkZ+fH82dO1et7I13nxfnKi0KWlpajFuCR15eHu3YsYOmTJlCI0aMIIlEotFIKw6///47yWQyGj9+PBvUx40bR3K5nFauXEkzZsygbt26FSvHoBw62b9/P4WEhDA+Emtra3JwcKAtW7ZQRkYG1alTh3r16kU7d+4kX19f4jiOqlSpQlOnTi0y7FUclMtWNS38QMgPjBUqVKD169cT0d8Go6oRVZRBxburzczM1Gi3eS4QbW1tsre3Jz09PdLW1mbik56enuTr60v16tUjFxcXunPnTqkkLvjQRseOHcnGxkaNKZnobzd2y5YtSSqVsn6uo6NDNWvWLFL+wt3dXSDUVhwUCgUzjJTPfenSJTI2Ni5x/z179jAhwdmzZ9OqVauYAaKtrU2hoaGkpaUlYJrt1KkTo7qPiopiL3ue44dvQ0xMDFWtWpXtl5GRIShbVUVOTg5Tvlb+ffX09EgikTBqAX9/f9q6dasgzCqVSssVBr937x41aNCAEhISBOsfPnxIlStXZn3V0dGRGXJEhf27UqVKtHPnTsF+ylwxCxYsoOrVq5OhoSFVqFCBBg0axPhX2rZtS4sXLyYnJyc6cOAAM57FYjHt2LGDTExMBOXJt2/fJlNTU1q4cCEREZ0+fVpAN2BiYiIQdeVx/PhxjfxHvXv3VmO1Vf7tSsNqWxS2b99Obdu2JT8/vyLpM86ePUt6enrUt29fkkqlNGjQIGrYsCHp6upqDHkTFZZ2K6sn3717l2JjY2nv3r1kZ2entr0mI6uoCVhiYiIZGRnRp0+f6OPHj8zwW7t2Lc2YMYPi4+OLNfxKi/+MoaKKQ4cOlSkvolKlSnThwgUiKoyH8jLrW7ZsITMzs3+snSYmJmqej/KAJwBr1qwZaWtrM/VjfX39YiUAxGIxe+mKRCKytrYuUqGZqFC228bGhn3Oysqi4OBgAkBVqlQR7JuSkkLVq1en+vXrq1ngyosmqFJbp6WlCXQzKleuTADKFQNdunQpWVlZsYfMwcGBcRi0aNGC9PT0yNLSkho3bkwVK1YkDw8PwUuP4zgKDQ2lKlWqkEwmYy8A/sXN/UU0aGRkpKanNHv2bIqNjaUaNWqQrq5umY0V5VnziRMnSCaT0caNGwXrlWdwxsbGRd4fsVjMvFaaYvv8YmhoSKNGjdJIv81z8tja2qrFxj9+/Eht2rRhL4r09HSKjY2l5s2bs+dr+PDhZGBgQLVr12Y5MLm5uXTkyBHS0tJiLzFdXV0WM09KSmL9ulq1auTk5MSIuYqTvzh06BA1bty4WG0pHk2bNmVKwvzMND8/n9q2bcsUtEvC/v37mbwBP3O0tbWlAwcOUNeuXUkulzMj8vnz58RxHLm4uJCJiQkNGTKEAgMDmYdJV1eXNm/eTFOnTmX/K6M49eS2bduSi4sLJSQkUFZWFtna2pK/vz8ZGhpStWrV6NOnT4Jj8UR9RS2lxeXLl9V0uHr27EkWFhY0bdo0mjdvHrm4uFDDhg3Z98qGqjJ4rhj+WeNfjtHR0QL+FQsLC0pKSiKpVEoLFy4kZ2dnUigUNHnyZPLx8WEeDqJCA8/Ozo5+//13dp60tDSSy+Xss0wm0zge3rp1S7AdD1Vdnvj4eIGhoqzLUxbExMQwziVtbW3q06cPNWzYkAwMDNSOd+PGDcb34+7uTp06dRLIChw9epRGjx5NPXr0oOjoaNLS0qLWrVtTdHQ0a6tMJmO5S6rIzs4WLC9fvqSGDRuSTCajxYsXCzhjeO9ho0aNaNmyZWRiYkL79u0jCwsLltOydOnSIg2/0uI/Y6h8+PCBDhw4QMuWLaOYmBg1l5ryjFOTi23kyJE0bdo0Iiq0XCUSCTk7O5O2tjaNHDnyh7SRZwdUXsRiMZuFq6IshHQ8ARhR4cB669YtCgkJIS0tLTI3Ny/SArexsaGlS5dSRkYGcVyhDPupU6cECbX8QlT4IOvo6NCsWbPI1taW9PX1qUaNGiSVSpmhp4yLFy9qdHVqSmJUBsdx1LRpU2YgWFhYkIWFBTVr1oxatmxJTZs2ZQYDL2pVVvz555/M7c5D9SWno6NDERERgpeenZ0dVaxYkUQiEZmamgoWZZemtbU1eXh4kLGxMUmlUpLL5dS6dWtq06YNKRQK8vPzU3tJlBW6uro0cOBACg0NpZo1a1KNGjVILBaTt7c31ahRg6Kioujnn38WzFp5aCJ10wQ9Pb1it8vOzmahkpycHNLV1aWkpCTq27cvubq6kkwmI11dXabTNH78ePL29qZz586RTCaj6dOnk6enJ/n7+1NGRga5ubmRXC4nADR+/HgiKvSw8S8vZTe2qmFZnJiosqdAoVAU6ylISUlRIzV0d3cnCwuLMhnGfEjVzs6OGjVqxBiKtbW1SSwWM28QrwH222+/Mc9bmzZtmDCccp/iNad4XL58mYyNjcnKyopatmxJLVq0IGtrazIxMaGrV6+SXC6nhIQEWrlyJeXk5NCxY8eodu3aTNPo9u3bFBUVRbdu3aJbt25p1BMqD65du6ZGrmZjY0PLli1joqxLliwhkUik5kEpCm5ubrRw4UJKTk4W9N+bN2+SiYkJSaVSyszMpGrVqlFAQACNHDmSFAoFnTlzhnR1dcnGxoaMjIxo1apVZGdnp6aztXjxYvL29maf69evT23btmVeZyKiT58+Udu2balBgwZFtlNZl0ehUNDOnTvp4MGDAlbbdevWkb29PZmZmVGvXr2KJPQjKgwx8wmtytc9bty4MhFGKoeCIyIiqEWLFqSjo0NBQUHUokULduygoCCaMGECWVtbl+q4b9++ZQK4yszLLVq0oOzsbDIxMaFbt26RTCajyZMnk7e3N+Xn59O2bdvIzc2tSMOvtPhPJNNev34dTZs2xadPn/Dx40cYGxvj5cuXkEqlMDQ0xJYtW9T2KU5XAihMVD137hycnZ1LleBUGqiWpOXm5mLTpk24ffs2JkyYgNGjRwu+Lwsh3ezZs5GSkgJ7e3uYmpqiWrVquHbtGho0aID9+/ezpFMePIHdypUrMWDAACYdrkzExIP+Sno9ffo0+vTpg5SUFACF0ut79uyBp6cn9PT0WNmbMq5fv47AwEBGEsVf9/Xr1zFu3DhMmzZNY9myMgkYUChP3qxZMzWdkMGDB5eZFycvLw8nT55Eeno6IiMjoaenh2fPnkFfX19N5l4mkyEpKUmtXPbOnTvw9fVVk2VX/s3u37+PzZs3w8zMDFpaWnj58iXy8/NRUFCA5cuXl6lsryhoa2sjNzdXYymrKvr37y9I3vvtt99w584dODo6qnFxXL9+HV5eXvj69SsMDQ1x9+5dJCcnC8rb169fjzlz5gj4YPh2KOtD8UhPT0flypXh6emJmzdvYtCgQXj06BFOnjwJoFDLytvbG97e3vj9999haGjItEF4npoaNWrg/PnzOHXqFKpVq4bo6GgkJSUJzqPcB5XLHTXJ0ytDNSE7KysLy5Ytw9WrV5n+Sb9+/cpMXKhavvz161fo6OgwnR09PT1s374dHz9+ZDxBM2fOxJcvX6Cnp4cbN25AT08PBQUFGrlY6tatC2dnZ6xatYolMOfl5aFnz5548OABMjIy8OTJE/a7ANBYjs5DJBLh3r17WLt2LdLT0xETEwNzc3MkJCTAxsYGnp6egu337t0r+ExEeP78OX777TfY2Njgjz/+AAA8ePAATk5OANST6oHCkm5VvaJPnz5h+PDh2L17N3Jzc/HmzRtcvnyZkSjyyaJpaWnw9vaGjY0Npk6dCo7j0L59e/To0QObNm1Cnz59sHTpUuTn58PMzAwKhQLh4eFYt24dpk6dCh8fH5w+fRqTJk3C/Pnz0bt3bwCFujahoaH48uULqlSpAo7jkJSUBKlUikOHDqndC+BvIjwe/v7+cHNzQ506dRinTFpaGjp06MDKlufMmYM+ffpg4sSJGn8TZX0xc3NzHDlyBFWqVEFaWhr8/PwYqV5JcHV1xezZs9GlSxe2jtdT27ZtG4yNjXHjxg0kJCRg8ODB8Pf3x/Tp09XoLry9vdWOnZqaimrVqrH3rYeHBytakMvluHPnDqKjo3Hv3j1069YNU6dOxePHj1GpUiWEhYXhzZs35acNKbeJ8y+iXr161KtXL8rLy2MWYWZmJgUGBpbaUv+/QosWLUgmk5FCoaDmzZsXOyMsDqrlZDo6OnTmzBk6d+5ciTk27969o5s3bxLHcdSiRQtydnamixcvUlJSEl24cIEmT57MFHUBkK2tLZ0+fZpRlicnJ1NQUBBVq1ZNQG//5MkTqlevnqDsTRmnTp0SxNqLg5GREZ09e1ZtPR8DLS2UZ+x8OIKIaNCgQdSnTx8i+jv0sHz5cvL19aVJkybR06dPBd6XCRMmqLX99evXtHXrVhZeNDMzI319fRKLxeTo6EgtWrSg9+/f08iRI3+YLAMAmjVrloBWXnnh9Yxq1aqlFtIRi8Us2U5VhwV/5TB0796dADDqdd77IJPJCChUAZ42bRr17t2b5TsAoJCQEOahW7FiBQtH8fkuurq65OPjQ9HR0eTt7c1KmMViMdOZUSgUdPDgQeratStVqlSJOI5Tc2MTCb1g0dHRP+S+FoXMzMwiz2FkZEQvX74kIlKjF9fkvalZsyaNHDmSTp8+zZ4tCwsLMjU1JZFIRJaWlsRxHJmbm5OlpSVZWlpqHBM0qScTFXqFZDIZrVixgqpVq0a//vor6erqUkxMDLm6upJCoSBHR0cyMDCgKVOm0OrVq9kik8moYcOGpK2tzZ6RWbNmaQx7afKWWlhYUMeOHQV5Zs2bNycAVLt2bdLR0aHbt2/TwYMHCQDzOvLyJjyGDRtGcrmcevXqRQMGDCCxWMy0ejTl7SxZsoQkEgkZGhqSg4MDU/PV0tIifX19tYTc2NhYdp/lcjmNHj1a7fo+ffpEK1eupF9++YWGDBlCq1atKtYTyt8D1RwO/EXnwH9Wprvftm0bubu7F3lMBwcHljdZvXp1Wr58OREVhjP545aUuyYSiTSGgnk9NT6v0MrKSq0oQPWalMf+pKQk+uOPP6hevXrk7+/PQj/K8PLyopiYGDpy5AiT1Khfvz7VrFmTnZPXnCoP/hOGioGBARvcDAwM6Pbt23Tq1ClatmwZ2djYlCovghc4JCocjMaNG0fDhg0rUXr7exEVFUWtW7cmiURSbHy9JHTs2JGJP02dOpXEYjG1bNmS7OzsSm3wxMbG0qNHj6hixYpkbm5ONWvWJLlcTs7OzmyQ4Tuv8gOgmozp6OhITk5OpKWlRVWrVi2yCuP27dulqqAgKlo3g4+BlhYRERHUuXNn+vr1q2CgO3nyJDk7O6sZMitWrCCJRELu7u4UFBREsbGx1LFjRyYo9+HDB6patSp7cSvfI/5/bW1tkslkJJFImOghx3E/REuK4ziWcFoSVI1giURC9evXZ79to0aNqHnz5pSTk0Nz586lnTt3kp+fH+OC6d27N8tTMDU1pV69eglyFm7cuMHcv05OTmRubk6jRo0ior/zPCIjI9kLWS6XU0REBE2cOJH27NnDuHxSUlLYPvzvc+bMGY3VHWXF/fv3aezYsdShQwdmmP3xxx+lHiSTkpKKDFfGxsYy933dunWLXaKjoyk0NJTpHvFcJ3xIiNf4UV2MjY3V+oymihgfHx/Gw+Lr60sKhYKFgXljkhe0VNYIIyqsjOHHEtVE4ooVK5bqPmmCiYkJcRzHrs/Dw4NsbW2ZIezg4EA6OjqCa3N0dBTk4/z6668EgDZt2qSWt9OtWzf6/PkzXb58mVasWEHv3r1j++3fv58SExM1tqugoICysrJKpTtWGmiaMGhra9O5c+fY5+rVq9OUKVPYPg8fPiSFQlHkMXv06MHywZYtW8YMSUNDQ2rSpEmJlZX8MmLECJo8ebLGcxw7dow4jqNx48bRhg0bipz8aDLEOI4jZ2dncnFxYX3Vy8uL5WBt376dtLS0SCQSUf369ZnhFxAQQJ6ent8dAv9PhH6UdRBcXV2xaNEiRmFMSmx5yu5Gnrvj5s2bCAsLw+PHj+Hi4oItW7YgNDQUHz9+hEgkwsePH7Fjxw60aNHiH2v/7NmzsXTpUjX3nbGxMe7duwdTU1ON1N3KuH//Pr58+YKKFSuioKAAPXr0wIEDBxAWFoa5c+cWKa2uCfv370dYWBj7zIeCAgMDcebMGSQkJBSpuXPmzBm8ffuWyZc3bNhQzRVKf7mGZ86cyTgvSoIm3Yy8vDyEh4cjNjZWI422JpiamuLs2bNwdXUVuI4zMjLg4eGBxo0bQ09PD7///jtMTEyQnJyM1NRUjBo1ilHgm5iYwMTEBOfOnUO/fv2wbNkyODk54f79+zAzM8OrV6+Yhkm9evUQHByM48eP4+HDhyAi1KpVC4cPHxawaJZWS0qVl2fPnj2wsrJCtWrVBP1DEyePajgN+JsRlX/MNYX9pFIpxGIxjh49Cj8/PwB/89FYWVkJpAPS0tJQqVIlpKenIysrC6GhoUxfqk+fPkhKSsKpU6fg5OSECRMmoH///khISEBCQgJevnyJNWvWoGvXrli5ciX09PSQlJSEd+/eoWfPnjA3NxeER3ldqR07dmDbtm3IzMzEt2/f2Pf5+fmYNGkSXF1d4e7ujlOnTjHdodOnTyM1NRWOjo6YPXs2Ll26hB07dpR4/5VZa4uDSCSCnZ0dfH19iw3J7dixA+/evWPP56RJk5CdnQ0tLS01d7sq+D4zcOBA7Nq1C3PnzoW/vz84jsPgwYNx5MgRuLu7C+jcgcIw6v379yGXy9GjRw/GxZOTk4O+ffti3759uHnzJhwcHNSeETc3N3z58kVje/h+b2JiovF7IyMjdOvWDUuWLIGuri5atGiBy5cvQ09PD1evXsWAAQOwePFi/Prrr+zatLW18fDhQ4Eek5aWFiwsLPDs2TMAhbo+EydORJ8+ffDs2TPGiPv8+XOYmJjg5s2bsLOzK9MYqIz09HQsXLiQUfe7u7tj0KBBLIxVGtjZ2SEuLg6BgYH49u0bDA0NsW/fPhb2vnnzJurVq1ek1k9BQQEKCgpYaG/btm1ITEyEs7Mz+vbtyzSONEF5nCkoKMC6detYiFWVx2XhwoXIysoqVu7h0aNHgs8ikQibNm3C5MmT0b9/f6ZRpSqfkZWVhefPn6NKlSosBHnp0iXo6+ur8eOUGd9l5vxLaNSoEW3cuJGIiPr06UM1a9aklStXUv369alq1aosM/nw4cPk5+cnmIGGhoZS8+bN6cyZM9SnTx+ysrKi6Ohoys/Pp/z8fPr555/Jz8/vh7RTNTnWx8eHKlSowGbuqlCeoZU1E78siYM8lJU1eSZVAOTi4sJmXRKJhM14S4uiLPDatWtrdFkXh7S0NNq7dy/t2bNHIwtqSTAyMip2xm5iYiIIPfDfP3z4kFUL1K1bl/GC2NjYkFQqpfT0dOI4jnx8fKhp06bk5OREAEihUNDMmTNpyZIlZGJiQjo6OmRoaCiYTZUFUVFRarwpWlpapFAoyNramq1TDh0ql62relX46iH8NavdvXs3nTx5khQKhaCCSSaTsUomIyMj8vT0pAkTJlC9evUE7Rs5ciRxHEcHDhyg5ORk2rFjB4WFhQkqEObOnctmV40aNWL7Tp8+nYKCgqhSpUrk7u5OYrGYlfRCgxuaSFgNIRKJKCAggBo2bEj6+vpkbGzMWIF37NjxQzwFxXlUlPHTTz+RkZERubm50aBBg2jfvn0lVrqVF5rUk3nF5f79+1Pbtm3pp59+YuXmfFmygYEBtWnThvr27UsRERFkZWVF1atXp4oVK7Iwq/J9io+PJ0dHR8G53759Sz///DOZmJiwc5uYmFC/fv0YWyyPOnXq0K5du8jLy4uqVq1K9erVI11dXWrSpAl5enrSlStX1LiRVKv/+DY9ePCAXr58KQhX2tjYUHBwMM2aNYs4jqNLly5R9erVCQDJZDLasmWLoDCgNEhISCBtbW2qWbMmDRkyhAYPHkw1a9YkHR0dxs1SGmgqW1b24BRXtpybm0sTJ06kzMzMUp3rzZs3NGfOHOrevTv16NGDnJycqE6dOmqhXzc3N8Hi7u5OHMfR4sWLS6XorAx7e3uN2/LK8cq4f/8+9e/fnxo0aEANGzakAQMGfDd77X/Co3LlyhW8f/8ewcHBePnyJbp168aszbVr1wqYUk+fPo0hQ4bg6tWrAApn2MePH4e3tzc+fPgAfX19XLp0iSkU37lzB7Vq1UJ2dvZ3t1M1OVYkEsHMzAxfv37F2bNn1WaEAJjonybwDIWawAuc8VAVzNPE5KqqrPn48WPMmjULq1atgkgkQu/evbF06VLcuHGDKW8eP34c/fv3x4ULF9SYEnNycuDv74+JEycKmDz561ZmOv230L59exgYGLAZ+40bN2BmZoaIiAjY2tpiz549SExMhIeHh2A2qayFVKFCBRw7dgyenp5MsfXatWtwcHCATCbD3r170bJlS3z48AFjx45FbGwsnj17xmbWCxcuxMCBA8stqqjJM1IUQkJC0LVrVzRu3BhHjhwRqKC2bNmSJZsqFApMmDABAwcOhI6ODhQKBXJzczF06FCsWbMG7u7uuHDhApYvXw6gUCOqc+fOMDQ0xC+//IJnz55hw4YNgqRmZU+msgfizJkzWLhwIe7fv4/9+/fDxsYGcXFx+Pz5MwIDA2FnZ4ctW7Zg+PDhMDQ0RLdu3dCzZ081FlADAwO4ublhwoQJ6NixI0QiEfbt24dmzZqhZcuWOHHiBJ49e4Z169Zh5cqVSEtLK5enQBml9ahcuHABHTt2ZHo4qggODmb/K4sXfg9U1ZPlcjmCg4Nx6tQp+Pn5sectLy8PiYmJavvzvxcRoU6dOti+fTsqVaqEa9eu4cWLF+jatSu6du3KvB1v3rxB7dq18fTpU3Tq1Anu7u4gIqSmpmLTpk2wsbHBuXPnmCeDF2UtKChAZGQkEx40NTXFli1bcOnSJZw+fZol3wKFY0WTJk0EIoH79u1D/fr1BR6n+Ph4rFy5En369BEwYfNaaqSkRaPaH4uDr68vQkJC1MReR40ahcOHDxc7Pivj5cuXaNWqFc6ePQuFQoF169YJEtMbNGiAWrVqqSkP81AoFLh16xbs7e2LPc+pU6cQHh4OAwMD9g67evUqsrOzsXfvXkERiUgkgkKhgEQiYX00OztbbVwyNDQEUNhv6C81cN7zs379ekyYMAEZGRlo164d1q9fL/it2rRpg127drH3Tfv27REeHg4fHx/meTl37hySk5Oxb98+NGrUqBR3UwO+y8z5F1BQUEAZGRmljnGp5kUok3cRqZdsZmVl/RDGwKJQ2vp4TeXCJZF/lVQCrAp9fX26dOmS2vqLFy+SXC6nDh06MC2H0aNH09WrVyksLExAEKfp+opKpi0LWrduzbg3lDF79mxq06ZNqY/z9OlTNmOXSCRUq1YtMjExIVdXV3rx4gW1a9eOevXqRUSFfSEtLY2mTp1Kenp6jPwKf2nLGBkZkZeXF2PX5flSdu7cycqU+b60a9cuMjIyIicnp+++F2WBatl6eno6FRQUUK9evVjpLxGRmZkZHTlyhD5+/EjTpk0jQ0NDatiwIVlZWdGBAwfIzMyMPTfv3r2j2rVrk4+PD7Vv354MDAxIJBKRTCajatWqkUQiobp161JISAiFhIRQUFAQNWjQgJKTk2nevHmko6NDzZs3Jx0dHXZ/lixZQg0aNBDwyvDaSsVBJpMx/hUAjGAsIiKCpFIpERU+O7q6umRlZVWip6AkDZ/g4OBSPU9VqlShtm3b0u3bt+nt27d048YNGjVqFNnb25ORkREtX75coze0rAm5pUH16tXV8phOnjxJnTp1Yrkq8+bNY3kMR48epcjISOYF5b1fnTt3FhAsDho0iCpXrkxZWVlq53z+/Dl5eXkVSVr5/PlzunbtGr18+ZLlnF28eFHNwxoVFUXGxsYlLryXWltbmyVsNm3alCIjIykpKYkOHDhAcrmckpKSGONwaaCjo6NR9+ju3bul0q9ShXLZsjKUy5Y1ISIigtauXVvi8T09PVlhCY+8vDzq3bs3eXp6CrZ1cXEhIyMjGjRoEKMv4DiOYmJiNHrtvby8qG3btqzP3rhxgyQSCfXs2ZMqVKhACoWCJkyYIDgHzz7Mcy75+PhopPv43gKD/3mPSkFBAaRSKVJSUgR5E6XNixCJRHjx4gXTGuBn2bzC8YsXL1CxYsVSW+DF4eDBgxCLxQgJCWHr3Nzc0KJFC9SrVw/t2rVjs7zx48fjzZs3+O2331g7VS1d5Z9m7dq1GDVqFKKiolC7dm0AwPnz57Fu3TpMmjQJ7du3F+yrSSeiuBLjevXq4d27d3j79i02bNiANWvW4MaNG7C2tkZCQgLzsCjj+PHj6N27N758+SIoTwb+9rYsX74cdevWLfHemZmZ4fjx4/Dy8hKsv3nzJho2bIgXL16UeAwenz9/xubNm3Ht2jVWdtqpUyfIZDI8e/YMwcHBEIvFSEtLY7FwU1NTvH//HmPHjsWcOXNQUFCAadOmIT8/H2KxGAMHDkTr1q0FuSE6OjpITU1FdnY22rZtiz///BMdOnTAypUrS93WklC/fn3Ex8cLZj0nT57ErVu3EB8fj6tXr+L48ePw9PSEvb29QAW1fv36eP78OQCgc+fO2LZtG5vlAsIZdoMGDXD69GlMmTIFO3fuhFwux4EDB6Crq4vo6Ghs2LAB4eHhgn716tUrJCYmIicnR00NmOM46Orqsv6elJSEwMBA1KxZk5UoBgQEwM7ODlZWVggLC2M5KcpwdHTEjh07ULVqVUilUnTp0gULFy6ElZUV8vPz8f79eyQnJ6NBgwbo3r07zp8/X6ynoLTeqpJUXvlr48szMzMzERsbi9jYWHz79g137txRK4UHCkuoO3ToAB0dnRLLqU+dOlWqtnbo0AEjR47ElClTUK1aNejq6mLFihWYMGECmjdvjhs3bkAsFmPTpk0C73N6ejquX7+OgoIC+Pr6quWl2dvbY8WKFYLxTBkJCQno27cvy72bMWOGIMeIV6auU6cOevbsiU2bNmn0MpaFpmHNmjVYtWoVnj59ivHjx2PZsmVo3rw5UlJSUKdOnVLpvinDxsYG8+fPR9u2bQXrt23bhmHDhjGdon8aK1aswMSJE9GpUyf2GyqDp9Aoik7h7t278PHxwfv37zFp0iQsWrQIHz58YPplIpEInp6euH79OtLS0jTm31haWmLfvn3MUzN27FicOnUKiYmJ2LlzJ9q1aweZTIaRI0eC4zgkJibi2LFj2LZtG/MeSaVS3Lx5U60v3bt3D97e3qXyampEuU2cfxEeHh6MFZNHafMiVInFJBKJgDiqadOmP8yj4uXlpcZCK5PJKDY2lry9vcnMzIxZ+/fu3RNQdfMzAX65fPkyrVy5ktzc3Gjnzp1Uv359RghEVEiA169fP9LX19dYvqYJmpQ1VUuMlT1YV69eLVIxl4goLCyMxowZw2a2qiiLt0UqlbLcEWWkpqYWefzy4tOnT/T777+z+zdgwAD69OkT04AaOHAgVahQgdq1ayfYLysri1HI831POccCwA/RtVCGskdQtWKJJxPs1KkT9enTR00FVblsvX379kw9uahFuZIpKytLwPTcrFkzWr9+vYD5mVcrv3DhAj18+JAyMjJIKpWSnp4eHT16VODV4MtU8Rfb8PXr15mnRiqVkkgkogULFgjKIomE1RAdOnRg91gkErEy4kWLFlFQUBB9+/atVJ6CH4Hg4GDas2cPbdq0iRo2bEhSqZTatGlDBw4cUKO7//r1Kz1+/FgjwWJx4DiO7O3tGcmbpsXS0rJYmQQAFBwcTFZWVqStrU2DBw+mvXv3luoatbW1i6zoIyJ6/PixwOtgbm5OK1asoFevXgmUqUNDQ8nNzY0pU38PVHXfzp07R3FxcdSrVy/y8vISbLt+/Xry9/cnS0tL5pXjqfh5TJo0iQwNDWnmzJl0+vRpOnPmDM2YMaNUeWbBwcFqeTpEheXAZVVMV32PacrXIiLy9/dXUx8nKvTo1qpVi/r06UPm5ua0fPly9hwtX76cLCwsGMO4TCajyMhINQI6HR0dQZ5MQECA4B7s3buXJBIJVa1alXx9falTp05qkhXW1ta0bds2tfZt3bpVwHheVvwnDJX9+/eriWipllRlZmYK2AV5lEagrCxlwsVBKpWq0Xc7ODjQvn37SC6Xq9XHl8a9u3//fqpXrx7JZDKBi/Lnn38md3d3iomJIQC0Zs0amjJlCllbW9OGDRs0HiszM5N8fX1JS0uryBLj/Px80tLSYudydHQsUnDO1taWYmJiNLLuEqnT8RcHXuRNFZr4TFSxZ8+eUi+q0KQBlZWVRWZmZsRxHM2ePZt2795Ne/bsoVmzZpGlpSXp6OiwElD+JdGgQQPmgv5eXQsiYoMMx3F04sQJSk5OpuDgYGrWrBldvHiRtLW1qWLFitSxY0f6+eefydnZmaZOnUpmZmbUs2dPsrOzIycnJ8ZyWqFCBfL29mZtNjMzI0NDQ2Z02draCkQHlRdlbgj+evfs2UNSqZSWL18uuK+Ojo4klUrpxo0bAkPFy8uLhc74pHb+WJp4KPjBOT8/X6AhNH36dGratCnNnj2budJVS1Pv37/PBCY1ufV/BEJCQkgkEpGNjQ0NHTqUTp06pWZk3b17l+rUqaOR84LjOPL396cKFSrQ0qVLmWDeiBEj2PXyCbtVqlShmJgYev36tVo7oqKi6ODBg3Ty5EkKDQ2l0NBQMjExIX9/fzIzMxPcY+U+y/ed5cuXa5wgEBFVrFiRzpw5U+Q9OH36tCBJ+cqVK2RoaMjCgg8ePCCJREJOTk70/PlzOnToEHl4eJTq/l6+fJnWr19PcXFxaho227dvp0mTJpG/vz9xXKH2mFwuJ477W3ts6dKlZGpqSlOnThVITvBU/DwKCgpo/vz5AnZgKysrWrhwoRpXiCpU0wp4vHjxgiQSSamus6zYsmUL2dra0pw5c+jMmTN05swZmjNnDtnb29OWLVtIoVDQkiVL1JiqDx48SPr6+qzfiUQievPmjWAbTYKLyiHFGzduFPnOysrKos6dO5NCodDIVP49BQZE/xFDRZOIllwuZzFeZXz9+rXUmcw/GhYWFnTs2DHBuh49elDXrl3JzMxMrT6+e/fuJR7z3r17JJfLqVKlSoLZiI2NDZ04cYJ++eUXEolEzOuxfv16atKkSbHHVFbWVCZw46Hswerfvz9VrlxZoxGoo6NDLi4uNGDAAI3nSUtLK7U3hBd569q1K4uZdunShSQSicYZhDKKm41ompncvXuXVqxYQVOmTCETExPq1asXTZo0iWxtbVmezNy5cxkfhPKL1M7Ojrp37079+vUjqVRKbdu2penTp1NMTAxb+vfvz4i3+KWsKI7Lhv9/5syZ9Pr1a7pw4QLJZDI1FVRLS0u6fPkyERV69szNzenu3btkYGDA4spaWlokFotZjFnZeO/WrRtJJBLauHEjTZs2janmajIueMyaNYvkcjm1adOG9PT06MyZM7RhwwbiOI6qVq1KderUoffv3xPHcbR371420Th69Cjp6ekJJh//yyjOMwWAWrZsScbGxhQYGEgHDx6k69evM2/pmDFjyMjIiAYMGEAcx5FMJiNfX1+mRG1vb89I7758+cK8NnK5nNq2bUsJCQklvkQjIyPJ39+fLl26RLq6unT48GGKi4sjZ2dniouLo02bNlGfPn3I1dWVOI6jChUqUPv27WnZsmXsGN27d6fAwECNuRVfvnyhevXqqY1hvNrzggULKCwsjEQiEV28eJGI/lamXrduXZFVII8fP2ZaOnyuDsdxFBAQIJjtt2vXjqpWrapRe6xDhw7k7u7Oxg1NVPya8O7dOwE3S1HQNIngl2vXrtH06dM1iv39CJQ0xml6Jp88eUKDBg1iJIPDhw/XWI2pqXLp4cOHNHToUMrJyVGrXMrOzqZhw4ZRVlYWhYaGkoeHBy1ZsoSio6MZpw7HcWRiYlIqw684/CcMFU2JPxzH0aJFi9SS1V69evWPJscWB979qPwQ3r17l7y8vKhHjx5EVOgCGzBgAMXExAgGAFVRxezsbEpNTaX27dtTlSpV6MCBAySVSsnT05N69OhBEomEXFxcSCqVkomJidpg8D1Q9mBlZWVRxYoVycbGhmbNmsW8CzNnziSxWExGRkYak+2IiHbu3Fmkt6Wo8/r7+5NcLicTExMKDg5miaw/CitXriSxWEwWFhZUpUoVxgrq4+ND9vb2TANKLBaTk5MTvX79mn755RfS0tIiGxsbRtzFa7oYGBgIkv7s7e3Z7IxXpC7LPeCRkZFBDx8+JI7j6PLly5SRkUEGBgZ05MgRevbsWanI0nR0dJinzNTUlIXhGjVqRBKJhJ48ecKuqyjw57Gzs6N+/foJfuuXL19S06ZNaeLEibRjxw7mtQoKClILh+EvllueYLG0Se1Dhgyhn3/+mQIDA8nT05MqV65M9erVo59//pmV4/JLXl4erV69mjp27EgNGjSg4OBgwfIjwWs6FbVERUWRRCLR+ELgX6J+fn4kFouZ+/zmzZtkZGRE4eHhVKtWLbX9MjIyaOLEieTo6Eg2NjYCJuW3b9/SwIEDKTo6mjp16kRyuZwWLFhAL168ID09Pbp79y59+fKFhg8fLmBMJSqcUPBGqfJv8PjxY7KwsCBbW1uaNWsW+31nzJhBNjY2ZG5urrGkViqVklgsJi8vL6YBRfS3MjXHFTIa9+/fX23fRo0akZ+fn8DLc+fOHfL396dGjRpRXl4eTZ48mRny/LF//fVXWr16NV28eJEMDAxIKpUyY1e5r927d++7Q8maJhHKi1wuFwghlhYnT56k5s2bk5OTEzk7O1NYWJgaIWlRJG38MmTIEAoPD6e7d+/S1q1bKTQ0lGQyGVlbW1OHDh2KDYFqElwcOnQoKz7QJLjYp08fGjFiBCkUCiaAyqO0hl9p8J8wVDSB4zi1+nuiwlyPsmTM/0hkZ2dTrVq1SCKRsJeURCIpMpapDE0VPhzHsTgsUeHAMXr0aGrZsiXp6+tTp06dKDMzkxo1akRDhw4losK8ECsrK8Gxjx07Ru7u7mpKvgUFBXTjxg1yc3MTPBCqHix9fX0B7wrfVjs7O3J1ddXobfn06RNVrly5SG/L/xVsbW1p5syZRX5//vx5mjdvHnl4eLCQl729PXFcoWCcvb098yzgL0ZXAKSrq0sODg6lEjQrL5QrlnR1dSk5OZmePn1KgYGBFBkZqWbs2tjY0KFDhygvL4+MjY1p0KBBRFToOlcOBRTn8eEHeT5/Rxl79uxh7mRNM7uQkBBycHAgX19fAiAQtVQoFDR37lzG5bBo0SLiOE6N34GvMtLW1iZTU1OSSCTEcYXsp66urqSrq0v6+voUHBxM/fr1I11dXWrXrh0NGjSIBg8eLFj+bVSvXl1j6IR/iUqlUkFYgn+J3rx5U+PL9NGjRzRp0iRycHAgKysrZqjwooV8SEd1Zq2rq8uUlTmOI6lUSn/88QeNHDmSatWqRVKplHx9fWnIkCGC/A2iwolPaGio4KUsEokoJCSE0tLSNFZOWVhYkEKhoLp167KcwBYtWgiUqR8+fMjC4Kr3RjXvgYjo6tWrJJVKadKkSSy8qFxVtnXrVqpVqxYTSnR3d2fXoomKnwcfsrC0tGQe1JJy/TRNIvjl2bNn5cqHiouLI4lEQu3ataOYmBhauHAhtWvXjrS0tBiHWGnAi3iampoy7iSZTEY6Ojrk7e0tWIry9ipXLnl6erI+rKly6ezZs+Th4UHu7u4af7evX7+qCcOWB//zVT888vPzsWvXLgwYMAAcx+HFixfw8PAQMO/l5+fj4cOHCA0NxbZt2/5P2klEWLFiBe7duwcdHR1UqlQJ1apVK3J7XvxJNcOf5yJxdnZmbIXKWLBgAatGOXHiBJo1a4b8/Hzk5eVh/vz5GDRoENs2PDwcwcHBGDJkiOAYfEXViBEjkJKSgl27dgEoWtzt48ePePHiBZo1awYXFxd8+/YNVatWhVgsRv/+/eHq6gqO45CamoolS5YgPz8f165dg4WFRanuXXZ2Nnbs2IEHDx5g2LBhMDY2ZvsrM1dqQtOmTbF582bGYDtt2jT069ePVcu8fv0adevWxZMnT5CUlARHR8dij6fMpQIUViVdvnwZ586dQ6dOnbB582b07NkThoaG+PjxI4gI1tbWyMrKKlbQrDzgmTOTkpJw7do16OjoqFU3KHNLAGC8EgYGBrC0tMSnT59Yn1yzZg169+6NQ4cOISIiAmKxGGKxWOO53759i/T0dEyaNAl169YVCC3a29ujefPmGDduXIm/sSpfxr59+wAIK4/y8vLAcRy0tbUhl8vx5s0bgSDfokWLcPLkSfz+++8YPnw4Hjx4gD179iA6Ohp169bFjBkzsH79ejRt2rRsN/g7cPv2bY38SOHh4Th+/Dh+/fVXTJ8+HV5eXmysqlmzJiZMmIBZs2bh7t27SElJgaOjIxYtWoR169Zhzpw5GDRoEG7evImvX78iPj4ea9asQWJiIpo3b47o6GiEhoay35y/R7GxsXBwcMCyZcswatQo3LhxA87Oznj27BlMTEywe/du+Pr6AgDMzc3RpUsXBAcHo06dOiUyP799+xZpaWkAAGdnZxgbGwPQzPmTnZ2NhIQEmJiY4Pnz57CxsUF2djakUinOnj1bLOOrq6sr4uLiBLxMQCHDaWRkJIDCCplFixZh//79SExMRO3atXHnzh34+fnB19cXRkZGCA8Px7hx4zBv3jz06NEDq1evRnp6OmbMmIHVq1ejQ4cOAIAmTZogMzMT/fv3h6WlpVpVUkREhMZ25ubmolevXhg/fnyJY0lp4O7ujt69e6uN0fPnz8eqVauQmprK1j19+hRnz57Fn3/+qSY+ef36dfb/9u3bi+VyMjU1BcdxePDgQZHb6OrqIjU1Fba2thq/z8zMhLu7O3bt2oVffvkF1apVQ+PGjdGpUyeMHj0a8+fPR15eHurXr48tW7YUyWpcEv4ThsqtW7cQERGBrKwsVh7J/9+pUyc2SGpra8Pe3h6tW7culnL4nwZfalzSreXKQEwEFA4Aly5d0thBg4KCcOXKFTg5OQlKEIFCeueiSow9PT0xbtw4jBgxolyleI8ePcJPP/2EQ4cOCUpTQ0JCsHTp0hIJjHjcuHEDDRs2hIGBATIyMnD37l04Ojpi3LhxePToEdavX1/s/jylNk8Nra+vLzBI+DL0qKgoaGtrq9GOq6Jt27ZYsGABfv75Z8F6JycnPHz4EGfOnEGDBg1YOfepU6ewZ88ehIeHw9LSUu33mT9/fqnugyoOHTokIFDKzc3FgQMHkJGRgVq1aiEgIAANGzZEy5YtsXr1ajWD7uXLl3j8+DHatm0La2trtGjRAvfv38fnz59RuXJlHDx4EK6urgISJ6CQth0A+vbti9u3b2PTpk1YuHAhmjVrxl66I0aMwIgRI7Bnzx4cOHAA1tbWaNWqlaAEmgevgFyvXj01Wm9ljBkzBj/99BOGDx+OkJAQyGQyXL9+HW5ubrCyssLhw4fh6emJ27dvo3r16vj06RNu3brFVHlPnjyJSpUqletelwUPHjxAy5YtcfPmTbWybKBw0sQbEsovC96ABICRI0di9uzZGDRoELS0tPDbb7+hT58+OHbsGGbOnIn9+/djy5YtsLW1RXR0NDp37qxxoOfvkbu7O/bu3YuwsDBs3LgR3bt3B8dxWLJkCXr27MkUr6tXr46HDx9CLBYjKCiILZrGh/Li8OHDiI+Px5MnT1BQUABdXV28f/8eVatWxcSJE4scn/fs2YPp06djyZIlTDbiypUrGDBgAEaOHImOHTvizp07EIlEsLe3h1gsho2NDXJzc/H48WNUrVoVe/bsgbW1NVatWsUUfIG/qfh79OjBzlcUZUNpYGRkhKtXr/4QQ0VHRwcpKSms3J3H/fv3UblyZVbWu3btWkapb2JiIuhbJRkd5YGpqSni4+M1UgcAhQSrrVq1wsePHwWlx7zqO09CaGJigubNm2PZsmXla8h3+2T+Bfj5+VFYWJggS3nJkiXUrFkzjbHc/0ucPHmS6tevT7a2tmRnZ0cNGjSgbdu2FRlT5FGUaCKfhb13717S09MjkUhEBgYGZGhoyJaSQl3FlRjv37+fqlevTtra2oL1ZRV3e/PmDV26dIkuXryolk1eGjRo0ICGDx9OREJX7dmzZ0uVmKaagV9UDsT06dM1UrZrCl1wHKd2HplMRhzH0cqVKwXkbr/99hsBIE9PT5JIJOTj40OGhoZkYGDwXfkRpSVQUr1eVbx+/Zq6d+/Orq9169YUFRVF7u7uVK1aNZZAq0rRz7vu5XK5YOFDYCYmJqRQKJg6c1RUVJH3FipJfkXh8uXL5OrqSkRCQT6FQsGS1RMSElhezrFjx1go6eeff/6upL3Sonnz5hQREUF//vknKRQKun37Np05c4Zq1qzJwqiaROP40IlyeEZTf+S3sbOzoxYtWhRLUsffIwB04sQJ1kaZTEYmJiaUnJxMlpaWdPjwYUGfTk5OpkWLFlHr1q3J3NycLCwsqH379uW+Jw8ePGBVVtWrV6cdO3YQEdHRo0dJR0eHOnbsSM7OziwEyUOV+I4PO2trawv+NzIyomrVqlFcXBwRFfYHPmwYGhpKlStX1tguVSp+ZRQVsigNoqKimGTD98LJyUljKGz58uXk7OzMPltbW9PUqVPVSuCVoawOz+eIqKrDlxZNmzalnj17Fvl9jx49qEmTJmRhYUF9+/al2NhYmjBhAnEcR/369WM5pQcPHiRbW9syn5/Hf8KjIpPJcOXKFTVX+q1bt1CjRg18/vz5/6hlQmzYsAHR0dFo1aqVgD54165diI2NZa5LZZRWNHHEiBFo2rQpGjdujGHDhhVLaa9Ksubk5IS5c+cKKJ15GBkZ4cOHD8jLy4NUKoVMJkNubi4+fPjAiILKI+5WVhgYGODatWtwcnIS0J8/evQIrq6uJRIFiUQigdiW8jGAvz0qRbkwAeGMZNCgQTh69CiuXr0qkAIICwvD/v37YWpqCj8/P/Tu3RtpaWkYM2YMTE1NsWzZMrRv3x4xMTGIjIxEp06dEBoaip9++qlc90VLSwuLFy9GxYoVBeufPn2KgQMHYufOnQAKqav5EAKP/Px8TJ8+HdOnT8eXL19QuXJlGBsb48yZM/Dw8ICDgwOysrJw7949NmPSFALQ5AFZu3Ytpk2bxrwscrkczs7OePfuHV68eAEtLS20bt1a4zUp03xrgjIBobIg37Zt23Dx4kW0bdsWW7ZsQdOmTXHr1i3cunULpqamqFatGo4fPw5jY2N4enqqtVuTkGN5oSzNYWBggEuXLsHV1RXHjx/H0KFDBS54ZaiGeLOzs0FEGgX11q5dWyoZBj09PezatQtPnjxB5cqVMXbsWDx69AijR49G48aN8e7dOzRo0ADBwcFo1KiRwIt7/fp1nDhxAidOnEBCQgI4jlMLY5UGN27cQP/+/dGjRw/4+voiICAAW7ZsgY2NDUaMGIHz58/jzJkzuH79On799Vfm5QCKDjVrgrGxMTp37owPHz5AW1sbU6ZMwd27d7F+/Xrs37+fUbSrEiXyePfuHVq0aMFkDQ4fPox58+ZhxYoVpfb+8pg2bRrmzp2LBg0aaCRp472SpcGyZcswePBgdO/enQlPJiYmIjY2FjExMejTpw+AQs/EpUuXigyfPXr0CKGhocjMzMTXr19x7949ODo6YvDgwfjy5QuTyCgtTpw4gUaNGmHw4MEYPnw4i168ePECs2fPRkxMDA4fPowmTZrg/v37sLGxAVDoIbpx4wYjpnv69CkcHBzK1bcA/Dc8KlWqVKFjx46pWd56enqs8qS89NM/Em5ubmp0869evaJ58+aRm5ubwFPCz7pKK5ool8spPT29XJT2xZUYr1y5kqysrKhhw4bM+nVycqIOHTpQbGzsD5WBLw7m5uZsZqN8zkOHDpG1tXWJ+6uKm/HCZjzKKpWQlZVFFSpUIFtbWwGXyrhx40pFmsbPXJOSkr6rVBFFzLSVz8Mnxap6VPjEw7p16xIA2rFjB0VFRZFYLGbJl1CZzasmc2u6ZzwlOp8wzi92dnYEgKysrEpV6aTKcbN7925atmwZeXp6UmhoKBEJBflUS7T5drq6ulLnzp3/Fa4kHoaGhux+Ozo60vHjx4mo0BPJi1sSFXKNdOrUiWrXrk1PnjwhokIKgeL4ScoCHx8f8vHxYZwppVnq1atH4eHhZGRkRBKJhKpXr05Dhw6lffv2qSXclxYcx5Guri6lpaVpLKVX7mPfW3WTkJBAUqmUJYoGBAQwr5tye4riOAGg0YNTWnFXHqr9X3kpT6VffHw8BQQEsArCgIAAteTm4cOHa5Qa4REREUGdO3emr1+/CsbRkydPCjwzReHbt28UFRUlGEuWL1/OuKP4dzAvjLl06VIiKrzfFy9eZF54vtqL98J/r1TN/6xHRVmQLzExESNGjEBQUBCzJNPT07Fnzx60bdtWLScD0CzK909DOc6o7Cmxt7fH48ePYWxsrOYp6dmzZ6lEE+vXr48OHTpg+PDhReab8Ns3btxYkG/y4sWLMiW9KhSK7xZ3Kyt69+6Nly9fYtu2bTA2Nma03y1atEBgYCAWLlxY7P6akjWVhc2+fv2KhIQEjTlBx44dw4IFC5jMu5ubGwYPHgwnJyf89NNPOHLkiED0jIiwfft2aGtrg4jg7u6OwMBAHD9+HB4eHvD09MSMGTMQHh6O5ORkBAQECMT8yoLJkydjwYIFGDVqFLS1tbF8+XIEBAQgPj4eAwYMQJ06dfDrr78iJSUFKSkpTBoCKEx6XLFiBRo0aACO43D06FE0aNAAurq6EIvF2LdvH+7fv4+BAwfiwIEDaNq0qcY8F94Dsn79esyZM4clVVaqVAnDhw9Hly5dmKRFy5YtMWnSJJYkrgm+vr54/vw5KlSoIFjPcRzMzMxQv359zJs3D5aWluw7ZUE+S0tLPH/+nInzqc5k/w3UrVsXQ4cORYsWLRAZGYm3b9/i119/xcqVK3H16lXcunULO3fuRJcuXdCpUyf8/vvv8PDwgLa2Nl69eoWcnBw4OTkhLy8Pr1+/xtevXwGAyYWUlNzKQ5l+/tWrV9i+fTuAQlFJjuPw7NkzmJubQyKRwNraGgCQkpKC3r17IygoCIGBgRrlNsqKR48ewcvLC6dOnYKxsTE6duwIS0tL1KlTByNGjIBEIsGdO3dw4cIFjBw5ktHuF4fPnz8jNzcXy5cvR1RUFKRSKbKzs2FjY4PY2Fhs374dGzZsYIm9wN/SKj4+Psy7xiM/Px8JCQmYN28e5s2bV6rr+r94jxSH/Px8NG/eHJ8/fxYkaPNYv349zp49C1dXV7Wx28PDA58+fSrxHIaGhrh27ZrAO/v06VNs27YN9+/fBxGhUqVKaNOmDetTIpEIWlpa8PX1xdWrV6GtrY3t27fjyJEjuHXrFkaPHq3mzSsTym3i/MPQNLvTVL/+f8WZognKcUZlT0ndunVJLBZr9JSUNrdi9erVZGtrS2KxmBYvXlwk42pRJGsZGRnUpEkTtXvXpEkTOnnypCAfxcrKiubNm0e3bt0qUQaeiOjUqVOUnZ39XfcuJyeHAgICyNDQkMRiMdnY2JCWlhYFBgbShw8fSty/tAzE0dHRgoX/DRwcHMjPz49iYmKoY8eOpKWlRYsXLyaiwvyOixcv0vnz5xktu+psLSIiglauXElEhbMenim2atWq31WqrMycib9mplZWVuTt7c1yFHiPibI0RMuWLUkkEgkE/fgSdp7F88mTJ9SvXz8KCQkhouLzXObNm0dyuZxGjBjBvB/Dhw8nuVxO8+fPV8u9KCr3h9+mqJyB4pCZmVkspbtyjoQy7t27p8YY/b1ISEignTt3EhFReno6ubu7E8dxZGpqyvJofHx8WJm1trY2DRo0iCZOnEh9+/YlXV1d6tWrF8lkMtLT0yM3Nzdyc3MjfX19MjExoatXr5a6LdHR0fT27Vs6efKkID/sw4cPJJFIis1d+pFo1qwZtW3blvLy8ig5OZkqV65M+vr65O7uzjxk/fv3p44dOxZ5DF4axMzMjI31UPGgvXjxgnx8fEihUJCOjg5VqlSJiRbyz8iP5jj5p+Hg4CDIU+Tx9u1bgXeG55Bxc3OjevXqUVBQEFuCg4PJyMiIUlJSiIhKxbWkCeXJvVF+5lWff+Xfr7z4n/WolCTIpSxSV6tWLbXvi8tF+KegHGfcsGEDRo8ejczMTKxduxa5ubkaPSV8TL8k0UT+ZyKV6gL+f95SjY+Px7Bhw4rM/n779i2zil1cXHDjxg00adIEAQEBOH36NFJTU7F8+XJs374dnp6eOH36dJEy8DxEIhGMjIwwZswYDB069Lvu4fHjxwVigg0bNvyu46lCNU/njz/+gFwuR0FBAYtrA8CSJUswbdo0PHv2TLC9p6cnUlNTBfkwQGEVyIcPH+Dt7Y1Pnz5h2LBhSExMhLOzMxYsWAA7O7vvbrtMJsOJEydQq1YtQVnomzdvcODAAXTp0kWw/b59+7Bw4UJ07twZHMdBLpeja9euWL16NfLz81G7dm0kJyfj1KlTqFatmlpejzIcHBwwadIkdO3aVbC+d+/eiI2NZf0xNzeXVZdoa2urVRPxfVv1/hWFli1bwsXFBStWrGBeVolEAicnJ7i5uQnKsl+/fo3u3burzYI3bNiA1atX4+TJkyWe73vw5s0bGBkZsXshl8tx+/Zt2NvbC+7tgwcP4OHhgRo1arDSa56CIC8vDz179sSDBw9w+vTpUp2Xr3iztbVFamoqGztevXoFMzMzpKenq/2m2dnZ+P3335kX0d3dHT169Ci1J0cVe/fuRWZmJsaMGQNdXV14eHgAKCzf/vTpE6ZOnQo7Ozt8+/YNERERRVZ+9evXDydOnMDkyZPRtWtXLFmyBEOGDAHHcZg4cSKGDBmCK1euIC4uTmP+Dv3l+Vy0aBEuXbrExlWgsBLF3NxcUIqvSUgWKMxdyc/PL7E68MmTJ+zaVfMvylLpp5pjx+PFixewtbVlHjcjIyMsWLAAUVFRGo/Tvn17GBgYYOXKlexdYmZmhoiICLx//x5Lly5l7yAiwpAhQ9S81eXJvZHL5Th8+DBsbGzg4eGBhIQE2Nra4vHjx2jQoAHu3bsHAOUfB8tt4vwfQ9XjUhqinn8DfJwRABkaGrI4Y1GeEo4rm2hicfkm5SFZq1WrFrOe+TZ++/aNQkJCmCVckrhbRkYGnThxgkaNGlWWW/U/AYVCQXfv3qU+ffrQrFmz2Pp79+5pZPjdv38/mZubC8jL8vLy1Gaz/wTq1q1L9evXp2fPnrF1z58/p4YNG1JgYKDa9nv37iUDAwOaOXMmAaC+ffuSi4sLm+mEh4czqnai4j0qmirH5s2bRzKZjMRiMfOyNGnShLS1taljx44aGaWJCp9dZ2dnMjIyolWrVtGePXuoR48eNGbMGDUvYaVKlcjU1JSWL19O4eHhFB4eTrVr1yaZTEaVKlUSeMv09PQ0VrelpaWRgYFBme/398LR0ZFJVCjf23Xr1pG7uztJpVKNzLUpKSmCPJeiwDNYcxxH9+/fJ19fX9qzZw/l5OTQmzdvaN26dcRxnNpvyhPEWVlZMcFDa2vrMntylKE6gy5q4TiuWEFGXhqEiNjvuWLFCkY4WdR4X94ZuyYhWaLCCkdvb+9i9z169CjJ5fLvqvTj+zrHcbR+/XpB/4+Pj6d+/fpRpUqV2PYWFhbF6lc9ffqUKlWqRO7u7iSRSKhWrVpkYmJCrq6u5ObmRjKZjCpXrky7d++msLAwjc9FeXJvrKys6OzZs0REpfLClxX/sx6V4pCTk4NZs2YhPj4e9+7dw/Xr15Gbm4vr169j/vz5mDZtGlq1avV/2kaRSFQqT4nqDLUo8LLzL168gK+vLyQSyQ8hWSsuH8XV1RUbN24sUgb+R6GgoACxsbGIj49HRkYGOI6Dg4MD2rRpgy5dupSq8qG86NSpE3x8fBAeHo6goCA8f/4cADB37lxcvXoVmzdvFmxvZGSET58+IS8vD9ra2pDJZAAKPVX6+vrIycn57jb5+vpqvOavX7/iwYMH+Pr1K5uR0l/x4t27d6txMACFPCzTp0/H6dOnIZVKUa1aNYwfPx5t2rRBcnKyIKdFtY8qo3LlyoiMjMSYMWPYOgcHB1StWhX37t3DzZs32frevXtj165dGvMAjh07hvXr17NcH1WOEf4z7yU0MDDAli1b1Ga2f/zxBzp06MDu97t372BjY4OTJ08yUjMeV69eRVBQEN6/f6/WnrKie/fupdpuzZo1mD17NtatW4c1a9agVq1a2LdvH3JyctClSxfIZDJ8/vwZurq6at6FzZs3o2vXrgKvsSbwfE08SCmPCii8hxKJBJcuXYKDgwPLRVEm0fseT05xuHfvHnr06IFz584J1vPtKypXQaFQICUlBXZ2drC2tkZ8fDxq1qyJmzdvws/PD58/f0Z4eDjOnz+PvLw8+Pn5YeTIkaxqSjlfkSdKVPYaDRo0SFAxI5PJkJqaqlbxk5GRAU9PT3z8+LHIa6xZsyZCQ0MxefJkNnaam5uXqdJPmWtH9VWspaUFe3t7zJs3D82bNwcAzJgxA8+fP8eiRYuKPObnz5+xefNmgWe6U6dOkMlk+PLlC2JiYjB69GgoFApcvnyZVeZ8D/jKru3bt8PR0RGNGjVCeno63r9/j+7du8PR0REODg6oU6dOuY7/nzJUjh8/jjVr1iA+Ph52dnZo3bo1WrduLRiYDhw4gDlz5vzjbt7i8O3bN0ilUgQFBTFio2PHjpU6uVMT+FLT5cuXIysrC3Xr1sWZM2dQUFAAjuPKRbIGANbW1ti2bRv8/f3Zw7ZhwwZUqlQJY8eORXp6OgDg8ePH+PLlCzZv3ozx48fj0qVL2LRpEzw8PNC7d++y3SAlEBHCwsJw8OBBVKlSBW5ubiAipKam4ubNmwgPD8fu3bvLffySMHXqVMydOxcuLi64ffs2Ro8ejQsXLuDs2bMYOnSoINFw4MCBRZZSTpo0CW3btsWsWbO+u03KCZKqICKkp6fj1atXAIBffvkFDRs2LNKY48MlhoaG8PDwYG7vlJQUyOVywUstJycHjRs3VnP1xsfHY+fOnWjfvj0aNmyIgIAAcByHCRMmgOM4bN++XRBS09PTw4cPH6ClpQW5XI68vDx8+vQJWlpayMvLAxEhKysLTk5OzDC+desWgoKC2HXxsLCwQNeuXTFnzhzB+tTUVAQGBuLly5d49+4dGjduDFNTU8jlcmzevJldZ35+Ptq3b4+PHz/ijz/+KPHelwSRSAQ7Ozv4+voWS+jIszyPHTsWCxYsYBQKUqkUjRo1QuvWrbFhwwZcu3YN7du3h7OzMziOw71797B//360bt26xATyU6dOgYhQv3597Ny5E61bt1YLDSt/5kn3atasiaSkJLi5uQmOp0yi9z349OkT6tSpA5FIhO7duzMGVGUiPk0FEEAhU/fixYtRr149NG7cGN7e3pg7dy4WLVqE2bNnw8vLC6dPn0anTp0glUqxefNmBAUFsSRiHqpEifQXVURycjL27dvHypgrVKiATZs2oX79+oL9jx49isjISPz5559FXqeenh6SkpLg5OQEIyMjJCYmwtPTE8nJyYiIiChVwjAPBwcHXL58GaampsVu17JlSxw/fhwmJiYlluCvXr2ahX14fP78GfXr18e3b9/w/PlzzJ07VyNtBlD4Hnv48CHs7e1x4cIFeHt7ayyjBwpDvlFRUdi8ebOg6CAiIgI7d+7EihUrsH//fhw8eLC0t0SI7/bJ/MN4/PgxTZkyhRwcHMjc3Jz69+9PEomEJQypglcb/r/AvXv3mKw7NLg9v6dkki813bBhA9MHefPmDU2bNo0qV65c7rDD8OHDqU6dOvT8+XPmauV1fCZOnMi2q1OnDi1dupREIhE9f/6c9PX1qXbt2mRiYkKTJk0q17mJiNasWUN6enqsvFMZx44dIz09vR+ihn3q1Cn69u2bmpCdvr4+0+7R09Mrd7nhoUOHyMfHh/bt20fPnj1T0935v4JqSXNRLnq+zLW4PnrlyhXq1KkTVa1alXx9fcnAwID69esnON/JkydJS0uLdHV1SVtbm7mAhw8fTmZmZqwU9MWLF6USi5s0aRKJxWJasWIFW/flyxfq1KkTTZw4kd69e0e1atUid3d3unXrFpmYmJCTkxNru5OTE5mZmdHNmzd/yP386aefyMjIiKpUqUIxMTH0+vXrEvf5+PEjXb58mS5evCgg3VIuveZDGDo6OjR48GD68uVLqduUkZFB+fn5aoRyqomNysnOquW8REISvfLgzz//pGbNmhU5/mlSalfF/Pnzmf7M8ePHSSaTsfuzcOFCcnR0pM2bN9OVK1coLi6O9Q/VkHRpiRI1CcmmpaWRt7c3E5ItChYWFuw95OHhwcKVSUlJ3y0MWxQ0PZ/169dni3LoyNrammbOnMk+79y5k0JCQqhOnTqUk5NDcXFxAjVkHh8/fqTu3buTWCwmsVhM6enppKOjQ127di22NJqokECvf//+tHXrVoEg5fXr18nCwqLc1/0/bag0adKE9PT0qGPHjrR//37WGSUSCV28eLFYteH/C/j7+2uUdeeX74GTkxMdPXqUiIQxwNTUVDI0NCz3cb99+0aRkZFsEONF9tq0aSN4+A0NDSk2NpZMTU0pJiaG/P39iajwBV0ezgAejRo1KrbzT5s2jRo3blzu4/PgX47KWfJBQUFUv359at++Pa1YsYJyc3PLdMxPnz6x/qda2fK9sfM3b97QokWL1IycDx8+0LZt26hdu3Y0a9YsJiymSVzs3r175OXlpdE44ThOwJhaHuzYsYPEYjGFhITQ5MmTacqUKWRgYEAikYji4+PVOHhMTU0ZH4qqoaIsFqfKvCqVSgkAeXt7U4MGDcjU1JT09fUpLCyMateuTZUqVWKqzk+fPqXRo0dT06ZNqXXr1jRp0qRSGRNlwZcvX2jTpk3UsGFDksvl1LZtW0pISCgTI25eXh5t376dJk+eTOPGjaN58+bR1atX6ePHj+Vq09u3b2nu3LnUrl07at68OZmYmJBUKiWRSESnT5+mjIwMio6OpsjISIqKiiJra2vasmULq6TavHkzWVtbq7HGlgWRkZHk7+9Pw4YNY8Zv586dydzcnOrVqyeopCstHj16RDt37mTjp5aWFvn7+xPHcWRkZESGhoYEgPz9/QU8Sjo6OhpzOe7evUs6Ojrs8/cIyf6ISr8LFy7QwYMHBevWrVtH9vb2ZGZmRr169SrRaC2qwk75Wef/b9SoEetjqpw/PAYOHEjVqlWjM2fOMGOjevXqNHnyZPLx8Sm2LTKZjFXYKT/fvLFTXvxPGypisZiGDBmi1uF4BdWS1Ib/bcjlco3JcT8CRcmWp6Sk/BDrPT09nXR1dUlXV1dA7MMvfIf/+eefKSwsjCkQP3r06LsInCwsLNTkwZVx7dq177LEeZRUEvv161e6c+dOicaKpvJJ5RmsJtr08hgCkydPpjZt2gjWXbt2jSpUqMAUi3lPEK/crApNhrNcLqf9+/dTUlISzZgxo8TBWNUzpLqcPHmS2rVrx7wsEomE9u3bR0TCfvrw4UPS0tIiqVRKcrmc1q5dS7q6urR582aaOnUq+59I86zR39+fGUVRUVHUqVMnMjc3JxcXF5Zc/OjRoyKNheISOL8HGRkZNHHiRHJ0dCQbGxt6//69Wgm86sIr3MrlclZWq6urS/b29oLk5tJCOTm2WbNmjAhTW1ubtLS02EueJ/36UZ4cVVSoUIEuXrxIFStWJC0tLfL19aUTJ05QXFwc+fn50Zw5c8jCwqJYD+O6des0tuHr168sOdjb25tu377NvpPL5eTl5UUdOnRg66ytrWnbtm1qx9m6dSvZ2NgI1hUUFNChQ4do9uzZtHjxYiZbUhLS09MpOTmZiAq9ED/99BN5eXlRy5YtBfIoxSE0NFSg5n7jxg2SSCTUs2dPmjdvHlWoUIEmTJhQqmOpwt7enpYsWUKfP3+m6OhoatmypUD9+OjRoxpp7W1tben8+fNE9PczfOjQIXJ3dyeZTKbRY1xQUEDbtm0jfX19qlOnjlphCJ9AXl78Txsq586do549e5K+vj7VrFmTFi9eTH/++SdJJBJau3at4EVw+vRpSk1NLfOs+EeiKFn3HwFVjQv+BTBx4kSqU6dOuY87adIkZmHHxsbS2rVrieM4mjt3LrVs2VLAVtu5c2c6ffo0SaVSNvidP3+erKysyn1+LS0tQRWLKp4+faqmQ1QecBwnmHHx0OTmJCIaMGCARk/Pzz//TO7u7rR9+3aSSqXUvHlzsrGxIbFYTGZmZuTg4MCW70GVKlWYB41HvXr1qFevXpSXl0cymYzc3d0pMzOTAgMDGaeHMjQZzsp9R09Pr0SOjZKq61Q9RlZWVszdLJVKacWKFbR7927q06cPaWlpUWhoKK1cuZJsbW2ZcWdtbU2rV68u8Z7MmjWL9PX16cSJE1SnTh1ycnJibK9Ef3vNVPHq1at/rBLw0aNHNGnSJHJwcCArKyt6//49cRxH9vb2rKJGddHW1iaZTEaRkZHMeImMjCQbGxsyMzNj60qLOnXqUFRUFJ0/f56MjY1JJBJRgwYNyMbGhlUfXr16lR4+fCiYQX/8+JFu3LhBycnJ5fbkKENPT48ePnxICoVCjfsEf1Xs8H+LQkm/IQAKCAgQeNwkEgn5+fmRRCJh6yZNmkSGhoY0c+ZMOn36NJ05c4ZmzJhBhoaGNGXKlO++1h+FChUq0OXLl9nnMWPGUEBAAPu8bds2tRf89u3bqW3btuTn58cMXX5RxowZM5iX3M7OjiIiIhjf1dOnT8nHx0ejjg+fWkD093ih7KXR9PwPGDCAcdoYGBhQs2bNSEtLi5o0aUJ169YlMzOzMnvTlPE/bajw+PjxI/3+++8UEBDASmUXLlzIBJf+V3Ds2DGqXbs2nThxgl69evVD8xSUS03lcjnNmTOHevbsSdra2nT48OFyH1fTwHDy5El6/vy5YEA5ceIEGRoakkgkEgyio0ePppYtW37X+TUZEDy+l3qZB8dx1KdPH7UcFR8fHzI3N6d27dqRlpYWe0D37Nmj0c2pXD4pkUjI3NycRowYQZGRkWRnZ0fVqlUje3t7lt9TXrp0hUKh5gUwMDCgO3fuEBGRvr4+y8W6cOECE/FThibDWdlQKUnIkEgorHfixAmSyWS0atUqOnDggGDh+/jAgQPVpAREIhGJxWKqXLmywCgtTiyOx4QJEwSz01GjRpFIJCJHR0c18reijNGMjIwfmremHPqRSqXUpk0bOnDgABOKKymPBX+R9qkaMvXr1yeRSMQ+lxZ8mTNvsPCkXykpKQSAWrVqRXXr1i0T6Vd5UL16dUpISGDPQuPGjWn79u3UoUMHsrS0pL59+1L9+vWL9TAW9RsmJSUxyv/w8HA1j1tYWBhJJBL2WZkokX/JWllZ0cKFC6mgoOCHhFyU8f79+3KN9zo6OpSZmck+BwQECAwp3vDjERMTQwqFgvr160fa2trUp08fatiwIRkYGNCYMWMoLy+PJk+eTBUrViSxWExbtmyhxMREGjlyJLm7u5NcLic3NzfS0dEhFxcXevnypVqbAgMDadGiRUT0txTJyZMnqUWLFlSjRg2NHmMjIyNW5j1mzBgm3sr9JZnw66+/lvpeasJ/wlBRxp07d2j48OGkUChIIpFQWFiY4Pvff/9d4Er7N6EpR+F78hRUkZCQQIGBgaSrq1ukxkV52qw6MDx69Ig2bdpERkZG9OjRI8rIyKCzZ8/SrVu31FzTDx8+LBfLqPL5lXlkVBdVHpnvOY+/v79ajoqOjg75+vpSUFCQwKOSlpZGenp6asfR1dVlL06O41iMesmSJQSAevbsSTo6Ouw4S5YsoSZNmpS5vQYGBsz9ysPU1JTu3r1LRIXuWf7lm5qaqjHWrMlwVigUlJyczP4vK2upQqEo1suiGhsviYOnJFStWpUAkJmZGVWvXp3Cw8NJR0eHatasyfqIk5MTOTk5kUgkUjNGBw4cSH5+fiyn6nuhbIQsXLhQI5soUfF5LCYmJqSnp6dmyBw7dqxIBeDiwKsn8wZLu3btqFevXpSQkEAcx7HvLC0tydnZucTQVHmxYcMGWrNmDU2ZMoUUCgXLR5JIJOTr68u8GZryqnx8fMjX15dEIhF5eXkJvATe3t6kp6dHbdu2pfDwcAoMDKSnT5+yfZ88eUL16tUr0rh79+6d2qT2R4RcHjx4QE2bNiW5XF7u8d7W1paFmr5+/UoymUzgSb1x44ZAc8jV1ZU2bdpERMKJxrhx46hfv34aiy6ICkNefn5+dODAAZo5cybFxcXRp0+fNLbp7NmzpKenR3379iWpVEqDBg2ihg0bkq6uLl25ckXjPvb29gLvbVEJ5OXFf6o8WRn29vbo27cvzp07h71797L1Fy9eRIcOHfDw4cN/vU0lsemWpBr7b4Jn0MzJyYG+vr6gvPXt27cAwMqeSYmfoTgOhPJAmWG1OPA8MuVFUcyPcrkct27dgqOjo4BHJjk5GYGBgWq8KMrlkzKZDB06dMDatWthbW2NT58+4c2bN4LjJCUlITQ0FFlZWWVqb3BwMPz8/DBz5ky2rnHjxoiKikJkZCR8fHzw4MEDLFu2DHFxcXj79i0uXryods3FPd4hISGQyWTgOK7UysJ6enpYuXIlU3MmIo0aQc+ePYOWlhYKCgowceJEgQJ1cbh27ZrauoiICNy/fx8PHjxAQUEBHBwc4OLiwko5ExISABRyDNWuXZtRAgCFbKT29vYYNmzYD+EBEolEsLW1LZLrhofy/Xz06BGWL1+OLVu2IDc3FzExMRg3bhwaN26Ma9eu4cqVK/Dx8cHz58/x22+/oVmzZmVqE68w/f79eyxZsgSurq4IDw/Hy5cvUVBQgEqVKuHu3bsgItjY2KB69eqlKq0uL3gens+fP+Pdu3fIz89nekO8KrtUKhWolfMl+ZMmTcLQoUOhUCjY8fjfsHXr1njx4gUiIiJw69Yt2NjYgOM4ZGZmwsvLC3v27GHaMyXB0tIS+/btYyytY8eOxalTp5CYmAgA2L59OyZMmIDbt28XeQx/f38AhUrrFhYWav2hNON9nz59cPPmTcyaNQu7d+/GunXr8OzZM9aHN27ciIULF+Ly5csACser1NRU2NnZwdzcHEeOHEGVKlWQlpaGWrVqwcjIiOl7KY9Dd+7cQe3atdnYXhJu3rzJuKSUWcKPHj2KBw8eYPv27bCyskJcXBwcHByQnp6OhIQErFmzhnFL/UhIfvgR/yVkZWWhffv2GDVqlGC9mZkZI+36t/G/ZIiUhIULF4KI0L17d0yaNElAnf38+XNUrFiRcR3k5uYiPDwc2traZaKFLg2+1wApLYp6qdSoUQMHDhzAgAEDBNutWrUKtWvXVts+OjoaycnJqFevHoYMGYJZs2Zh48aNyM3Nxbhx49S219fXR3Z2dpnb279/f3To0AHW1tb46aefIBaLMX36dGRnZ2Px4sVISUmBl5cXfvrpJzg7O2u8jydOnBAYOqpQFQUsLfz8/ASU7GKxGLVq1YKjoyMmT56MYcOG4c2bN4xa3MDAAAUFBXj27Bmsra3x9u1bVK1aFS4uLgIK/KKwZ88eAIWkZPv27cPatWuRkJAAV1dX9OzZEwsXLoSBgQGio6MRExPzQ0T2ikLXrl3LTEDIcRxmzZrFjIN27dqBiHDnzh02ETh//jwAoHnz5nj//r3gRV0S5s6dC47j8NtvvzG5BIlEglq1auHjx49ISUlBYGAgKlWqhO3bt+P+/fvo2bMnOnfuLBDtKy8+ffqE4cOHY/fu3cjNzUXDhg3RqFEj9OvXD506dUJcXBxOnToFR0dHLF26VCOfxoQJE5Cfnw87OzuEhIQIBCmVYWNjg2vXruHIkSO4c+cOiAgeHh5qUhuvX7/G+PHjceLECfz5558oKChQa7MyKeapU6cQGhrKPteoUQOPHz8u9rpv3LiBq1evfhdh2tSpU9GqVSvUq1cPCoUC69atExjaa9asQePGjdnnChUq4PXr17Czs4OdnR0uXLiAKlWq4OHDhyAiPH36VCPxY0FBAXJzc0vdLi8vLwFnlLLA5rVr1xil//v37zF9+nTs2LEDmzdvhrm5Oezt7dX4XTRNQMqE7/bJ/B/B2dmZJZcqY/369d+dyFgWJCcns9h0cnJysUtZoVp5U9xSXpw8eZK+fftW4nb79+8nDw8PjXX3/wUUVfVTHjcnD14YTSqVkkQiIScnJ+a+9vDwICL6rmz3MWPGEMdxpK+vz1zj+vr6JBKJNHJEFAUjIyMWiy6pT5UEPmatuo53MYtEItq+fbsatbiBgQEBoODgYGrcuDGJxWKytLSk0aNHF0sJroyvX7/Sli1bqHHjxiSRSCgwMJBcXV1JT0+PtmzZUur78W9ANY+lXr16NHPmTDp+/LhafH/r1q0UHR1NlpaWZGpqWm5X+du3bykyMpLEYrFaCI6vkvHx8aEGDRp8V2m1KoYNG0ZyuZx69epFAwYMIFNTUzI0NKR169ZRQUGBoH+UxKeho6Oj1r945ObmklgsLhUnTmhoKLm4uNDMmTNp7dq1alIOZQ25aEJQUFCpuGFKg+zsbI2h0devXwsqdXr06MHy35YtW0YymYwaNmxIhoaG1L179x9SdBEZGUkrV64UPJfKApuafs+2bduSqakp9e3blyZMmEATJ04ULN+L/6xHpWfPnhg8eDByc3MZq+CxY8cwYsSI7xbGKwt8fHxYSMHHx0cjFTKAcoVMSmKm/BFwcHAo1gPFizt27twZHz9+RG5uLmQymZp7782bN/9oO78Xa9eu1Si45u/vj3PnzmHOnDlwcnLC4cOHUbVqVZw/fx5eXl7FHrNFixbs/8TERCQnJyM4OBgpKSnw8/PDxo0bMWzYMIwfP75cbZ42bRoiIiKwceNGJiQZGBiIyMhI1KxZs1THyM7ORuPGjTF8+HBIJBI0adIEdevWhVwuL9X+qlIUX758Qd++fQXstV++fGH/ExGmT5+OoUOHMmrxnTt3IjU1Fa1atULbtm3x008/4cCBA1izZg1+//13zJo1CwEBAejZsyfatm2r1reuXr2KtWvXYvPmzdDR0WFidc7OzmjVqhW6dOmCgQMHYuvWrcVeS2nDW9+Ln3/+GVu2bIGtrS2io6OxZcsWmJiYCLb5+vUr4uPjsWbNGiQmJqJ58+ZYvXo1QkNDS+Vl0gRDQ0Ns3LgRBw4cgK2tLWxtbbFhwwbY2NhAR0cHQ4YMQWZmJj58+IC0tDQ8evQIsbGx+Pnnn5Gbm4vbt2+XyZPDIz4+Hr///js6dOgAoHCs8PPzw9SpU9GrVy98+/YNoaGhGDFiBOrXr1+sh9HLywsPHjzQKOMgkUhgZ2dXqnE0MTERiYmJRTLgnjt3DqNGjWIhF7lcjrp167Lvb9y4IaDa14TVq1ejb9++ePr0KSpXrqzmRfD29i6xnTyKEoNU9XitXLmSeYf69u0LY2NjJCYm4v3795g9ezbOnTuHLl264OnTpygoKEB8fDzu3r2L9evXY//+/aVqi0KhwLx589CnTx9UqFAB9erVQ0pKiiC0y4P3GB84cACHDh0qN0V+SfjP5qgQEUaNGoVFixYx1UqpVIqRI0eW+8VQHjx69Ai2trbgOA6PHj0qdtsfoaD7o6GqFwJAYGhlZ2eDiLBs2TLs2rULz58/x5QpU9SOo6pY+19Abm4uevfujXHjxmlUDFbG58+fcezYMaa5MXr0aOb+BArDHyKRCIsXL2Yvbh0dHQwbNkzj/SoPSnJnqxqLV65cYXkoNWvWBBHhypUr+Pz5MzPISkJpcog2bNgAuVwOsViMnJwcFBQUQF9fH2KxGNnZ2ZDL5fj8+TPatGmDs2fPwsHBAWfPnoWhoSGAwpwoMzMzfPz4ERKJBB06dED37t3h5+cHb29vpKamonHjxujVqxfCwsIE6rfR0dEYP348nJycSuyD/1aYsaQ8lqSkJDx58gRmZmawsbGBi4sLqlatiu7du5dJvVhVdygxMRF+fn548eIFjhw5wjR9tm/fDgsLC3z+/Bnr169HWFgYPn36hMzMTMTGxiI2Nhbfvn3DnTt3ymWoaGtr4+HDh+xFNm7cOEydOhVhYWHo2bMn2rdvj6ioKGzYsAHBwcG4f/9+kbkfhw8fxsiRIzFlyhSNyr07d+7E9u3bsWHDhmLDVjVq1MDixYtRq1Ytjd+/fPkSrVq1wtmzZ1nIRVkGokGDBqhVqxamTZtW5DkuXLiAyMhIAVW+sobVj8zlKwm8gra5uTnT91LOLxk/frwghFQaZGVl4eTJkzh58iTWrFmDvLw8WFhY4MOHDyz3Zf369Zg5cyYKCgqwbdu2MhlnZcF/1lDh8eHDB6SmpkImk8HFxUVNVv7/R3z+/Fkt3ljeuHxycrLgc25uLnupKc/s6K9EvC1btmjM3fivwtDQENeuXSvRUOG1Kvbt2wegMKnU09MTEokEL1++xNOnTzFq1Cj88ssviI+Ph6GhIYKCgso18BeFJk2aID09HT169NCYvKf6olYWn+P1W/Ly8tC/f39kZGSwJFRllKYfqXpZ9u3bB1dXV+jo6ODatWuQSCRwcXHByJEjMWbMGHTs2BGtW7eGXC5H1apVUaNGDaxbt47F9u/evYvu3btDR0cH7du3x5gxY5CTk4O8vDxMmTIF3bt31zibKwvevXv3j+auKCMqKqrYPJbY2FgAhRMrXjvl7du3KCgoQEBAADPgSvIAqeoO7d69G02aNIGOjg727dsHjuMQEBCAs2fPIi8vD3fv3sWTJ0/QsmVL1KxZk3lyoqOjv8uTIxaLkZWVxQRYTU1NkZ2dDUdHR8TFxaFRo0Y4ePAgNm/ejGXLlmHRokXo379/kdfEQ5Ngpbe3N+7fv4/c3FzY2dmpGTJ8LsTly5cxatQojB8/XqO3g+8LOTk5UCgUAuMXKDT6FQqFIF9EFR4eHnB3d8eIESM0Po8/cmL65s0bfPr0SZAsnJKSgrlz5+Ljx4/YsWOHxmIBoFCnjeM4tm9pddo+fvyIxMREnDx5Eps2bcLjx4/h7OyMrKwsHDx4EI8ePcKQIUMwfvx4ODg4YPHixVi+fHmZtOZKi/+8ofK/hNevXzMX7+PHj7Fq1Sqm9qnsViwPPn78iJEjR2Lbtm14/fq12vc/0no/deoUzp8/jy1btiAmJgYikQhmZmbgOA5xcXFIT09HTEwMzM3NkZCQABsbG3h6ev6w8/+biI6OhpeXF3755ZditwsMDMSQIUPYrEtPTw9bt25FVFQUDAwM8PDhQ3h5eeH69esYN24cHj16hPXr1//Qturp6RXrzlaFTCbD9evX4ebmpuY5KygoUDNESzsLLM7LkpWVhZSUFNjY2ODs2bMYMWIEdu3ahaioKMTHxyMpKQlXrlxRUzjeu3cvWrVqhYoVK+LZs2do2LChwJDiBdKcnJyY4i+PuXPnYtiwYUW2iRctvHDhQonX9m/AwsIC+vr68Pf3Z79BQUEBzp49iw8fPjCl6JI8QHyIycrKCp07d8bo0aORlpYGMzMzREVF4fnz57h+/Tq+fv0KY2NjtGrVCrGxsdDT08OECRPQuXNntZBUeSASiZiBBAD79+9HQUEBbG1tkZmZyfoU/71yqFAVJVVOnjhxolgjcMKECQCAtLQ0dOzYEdevXxd8/yO9Hbq6ukhOTtaYvPqj0bFjR1haWrJihj///BNubm6oWLEinJycsHfvXvz222/o16+f2r5169ZF79690aVLF2RlZcHV1RWenp64d+8eBg4cqBaBGDlyJE6dOoXk5GRUrlwZgYGBqFevHk6dOoVly5Zp9Bgrq8rL5XI1w/B7UwP+U4YK/6Dp6+urzepU8W/Fo4HCUq6wsDA8fvwYLi4u2LJlC0JDQ/Hx40eIRCJm8SrnNJQV/fr1w4kTJzB58mQWo3/69ClWrFiBmTNnolOnTj/uglD4oPv4+DCZ81OnTqFJkyYICAjA6dOnkZqaCkdHR8yePRuXLl3Cjh07fuj5fzTy8vLUXnBAYR7I3Llz0aBBA42u5oEDBwIozLY/duwYM8jMzMzg6uoKf39/zJ49m6kEV69eHZmZmXjx4gVsbGzYcfgyzO9BSe5sVVhYWCAuLg6NGzcWvAAuXryIkSNHYuPGjWqeiu+tXBOLxTh//jykUim8vb3x6dMnDBs2DKdOncLt27fh6OiIzZs3o2bNmvj8+TO2b9+OtWvX4vTp0xCJRBg3bhyio6PZvfv8+TP69+/PKhDu3bsHR0dHDBw4EBUrVsSoUaMgk8mwdOlSjQbU+/fv0bhxY+Tk5BRbavpvQtmAVEZ51Iu/fv0KmUxWbLkxUJh38OHDB4hEIoSEhBRbLl7WsVP1vl+4cAEikQg1a9ZEXl4eCx87OjoiPz8fS5YsKdPxy4OaNWtCIpF8V+lwSQgLC0NUVBRat2793ccqCQ4ODli7di2CgoIAFBrny5cvx507dyCRSCASiSASiTR6DbOzs6GnpwexWIyJEydi69atOHv2LA4fPoy+ffuqjU38xHTIkCGIiIiAu7s7++7Tp0+4ffs2CgoK4OHhwTzGRanK8/je1ID/VDKtgYEB63BlieX+0xgxYgS8vLywYcMGbNiwAc2bN2fcEgAwYMAAzJw587sMlX379mH9+vUICgpC9+7dmVvfzs4OGzduLLeh8u7dO8FnIsLz58/xyy+/QCaToUGDBuA4Drdu3cLAgQMxc+ZM6Onpse2Dg4MRExNT7uv6t2BpaYlu3bqhR48eggdv9erVMDQ0xNWrV3H16lXBPhzHMUMlJydHYOi8fPkSBgYG7AH99u0b8vPzUbduXejo6GD69OkYNGjQD72GpUuXlsqdzaN9+/bo0aMH5s6dC39/f3Ach8TERCxevBhaWlqspPhHgi9D5l8EcrkcS5cuxbNnz+Dk5IT58+cjKioKlSpVwokTJ/Dt2zcEBgbC1dUV06dPV3tGRo0aheTkZJw8eVJQPtqwYUNMmDABo0aNQlxcHLp06QIjIyPB/h8+fEBISAjevHmD06dP/9Dr/B7o6+sjMzNTzVB5/Pix4NkqDXR0dHDixAkMHjwYSUlJMDc3Z4aBq6sr3r9/jy9fvrAcKplMJijL/RFQ9vx8+vQJtWrVwq1bt3D37l3Y2dmhdu3aSEpKwpkzZ9C1a1eB91IT3UF2djZ+//13pKamguM4eHh4oEOHDpg6daqgBHrRokWMS0cVt27dwvXr17+rdLgkhIWFYciQIbh58ya8vLzUnsfw8PAfdq6srCxBgvHx48fRsmVLwZiko6ODBQsWqO3bp08fjBs3DmZmZti5cydrl5ubm8ZCiuvXr+PUqVM4efIk5s2bB7FYDJlMhoEDByI0NJRxzwCFnv4BAwZgzZo1P+xaNeK764b+D1BQUEAZGRk/RJ/iR8DExISVH/NaH8r6DampqWRgYPBd51BmRLWysqKLFy8SUSE74veIEmpiGcVfZY2enp6M4ZOnQd+2bZua2Nz3qGL+W5g+fTpVqlSJRCIR1apVi1avXl2mMlBnZ2fasWOHYJ25uTldu3aNiApp0fmyy0OHDpG1tfUPa3tubi4dOXKEJk2axMqfS8OEWZz4XHlYaYsDzzQqEolIIpHQ+PHj2TqZTEZaWlokFouZwCUAEovFjLlWW1tbYzmoJoE0InXm4FWrVpFMJqPjx48TUeFzGBAQIBAt/F/BgAED/hH14rNnz9KECRPIwcGBjIyMiuzfw4YNK/c5SsKwYcNIJBKRpaUlWVlZkZaWFpmZmakxQgcFBVFwcLDa/soCi7zEgLW1NUmlUpJKpYISaFXRTmXUrVv3h5UOF4WiVIt/FBO5MszNzZm+GlHhO0d5POI4rkiZiJo1a9LIkSPLrdOWlJREHMeRWCxWu66XL1+SWCwmokJF8B07dtCUKVNo6tSpFB8fXy42ak34Txoq+fn5pKWlVWr+hX8aqhwdqi+BH6FX4+XlxTQyGjVqREOHDiWiwhfE94gCqnI6nD59mqytrWns2LGC7aysrCg6OpocHBwE1xcfH0+Ojo7lPv+/jdOnT1NUVBQpFApSKBQUFRVFiYmJJe43cOBA8vDwoM+fP7N1vXr1ohYtWlBOTg4BoIiICHr06BH5+vp+1wtHGRkZGeTm5kZyuZwAkK+vL23ZsoVat25NYWFhpVJo1iQ+96MNFXt7e7K3t2e0+RYWFmydhYUFeXp60rhx4yg2NpZ8fHxoxYoVatwWsbGxasfVJJBGVDh46uvrC7YtSbTwfwU/Ur1Yla8lPDycevToQdra2tS4cWOaP38+E6IjIho8eDBVqFDhR18Sg6OjI1PBJiK6ePEiSSSSUr+weL0iZXHZ3NxcUigUAj2rko67bds28vDwoLVr19KVK1e+m9Pq/xrNmzen7t27U35+Pm3fvp20tbXpzZs37HuRSETOzs4a9y2PTtu1a9do/vz51KRJEzI0NCQAVLlyZRowYADTMnrz5g2tW7eOLC0tKS0tjVxcXJgiuI+PD8nlcnJ1daX79+9/9/X/Jw0VIiIPDw81LZT/K6jq5aiSYv0IQ2X+/PlMG+P48eMkk8nYQLdw4cLvOrYqZDIZpaWlCdYNHz6cqlWrRlKplPT09CgtLY0SExPJ0dHxhxD6/JsYMmQIvXjxglavXk0VK1ZkCrN16tRREy3kkZWVRRUqVCBbW1uaPXs27d69mzZv3sxezgAY8VtgYCB9+PDhh7Q1IiKCOnfuTF+/fiUAbJZ48uTJIgem0kATcduPQFBQEO3YsYN8fHxo3759GiXhi1LI1QRNAmlERP369aOQkBC17YsTLfxfw/eqFyvrDnl7e9Pu3bvJ2NiYpFIpGRkZEcdxpK2tTdra2hQcHEyOjo5MD+ifgpaWlppxKJVKBcJ7xaGo9kkkEpJKpaU+blFejn/C2/Fv4Pr162RiYsLGfFWRPwDUtWtXtf346ANvWCijKJ02Q0NDkkgkVK1aNTW1ZNVFLBbT1KlTqUmTJhQaGioQ4Hz16hWFhoZS06ZNv/v6/1PJtMo4cOAAZs6ciWXLlqFy5cr/p21RzXrft28f6tevzxIzv379ioSEhB9amZOZmYkrV67Aycmp1FUgReHu3btYvHgxiwmnpaWhT58+GDNmDNsmNzcXgYGBuHDhAqPozs/PR2RkJGJjY9XK+/6XERwcjF27dsHQ0BDBwcF4/fo1UlNTkZeXx5LVgMIclePHj7PPDx8+xE8//YQjR46w5EWO41C1alVkZmYiJycHIpEITk5OP4xC2tTUFGfPnoWrqyvEYjFiY2PRpUsXZGRkwMPDo9jEy48fP2LmzJk4duwYbty4IUi4/PTpExo3bqyWPPwjktBLKjElImRlZUFPT6/EMvtz584hNDQUnTp1QmxsLPr06YOUlBScP38ep06dQrVq1dQS6w8ePIgqVaqoJQr/mwn2/waU+VquXbuGDx8+QKFQsPv88eNHvH37FpaWlnjz5g04jkNISMg/eh94OQVlmojTp0+jRo0ajMhP+ZlShXIC+P9r787jas7+P4C/7q3bXtqptG9EVIpoSNmNIZkZMaFojC17lhkhYjC27HslRvZprEUKZWhVqEhStrKGStrO749+9/Ptdm9pubdbnOfjcR8P97Oem7r33HPe5/2ueV1VVVW8evWK2aaoqIjU1FSByeFEmdPq1q1bePv2LbM6CwAOHjyIZcuWoaioCC4uLti6davQU2W8evUKN27cQLt27dCjRw+efefOnYOFhQXfz6KyshIyMjK4d+9evWtdnT17Fn369IGSkhKuXr0KQgicnZ1x8uRJntw1UlJS0NfXh7a2NuTl5XHz5k2+JJkpKSlwcHBAYWFhI191lVYVTFudu7s7iouL0bVrV0hJSYk1U2rNiGZ3d3e+Y8aPHy/Ue3IzTzbViRMnMGbMGNja2jL5UR49eoQ//vgD165dY17LzZs38ejRI6xYsQKFhYVMFP+UKVOa3IbmFhUVhXv37uHUqVOoqKjAvXv3YGxsjIkTJ/LVjqrO0NAQFy9exNu3b/Hw4UMAgImJCVRVVZmiasJWWVnJdHClpKSwcuVKVFRUoKKiArKyskhNTWWOrZlsycvLC1evXsW4ceMEdpK5hQWF7ejRo7hx4wby8/NRXl7Os2/ixIkYMmQILCwsBBZIq9nOXr16ITY2FuvXr+fLHMz9sKkZWD9mzBghvyLhqJmgrTb1DUysXnfI2dkZISEh6NOnD5OHBQAyMjKQlJSEsrIyPHjwQORLaQkheP78Oc8XF/L/dY0KCwuhr68PV1fXWjtLtQWAV1ZWQkFBgadTKihLMve6okyuuXz5cvTt25fpqNy5cweTJk2Ch4cHOnbsiL/++gva2tpYvny5UO+roaGBESNGCNxXWyFLNpsNU1NTvHnzpt4dFW5SSwAwNjYGi8VCdnY2dHV1a821Iy0tjY8fP/JtLywsrDMXTX212hEVUS+HaimuXLmCGTNm4ObNm3zfNt+/f49evXph165djc7TYmRkBHd3d6xYsYLZVr3qLveNsOZz7r8LCwvx119/NWs24Ka4fv06AgMDERgYCFlZWfz000+YNGkStm/fji1btnxxRcSWLVvqfS/uiqGmGD16NNq0aYM9e/Yw1auB//1/cP+vBOWGUFZWxrlz5+Dg4NDkdtRXZGQkhg8fDkNDQ9y/fx+dO3fG48ePQQiBjY0NOnbsiB07dkBPTw9PnjyBrq4uysrK8Pr1a2hrazPf2PLz8/Hs2bNa79PScqPUR80EbbVpbPViOTk5DBkyhPmQLi4uxrt37xAREYHi4mKeHBvCLi7KVVeOndu3b6OsrAx2dna15ogpLS2Fj48Pdu3axXRyORwOjI2N0a1bty+O3Fa/bkhICHbt2oXs7GymY7t582YYGhrW+oFfH8KovNycGjr7UFlZCX9/f2zYsIEZCVFUVMS8efMwZ84cPH36lMkGz7V+/XokJSVh//79THmPW7du4ddff0W3bt2YJIeN1uTJI0qkfvjhB7Jx48Za9wcEBBAXF5dGX19QPAohhDx48IDIysoyz2uLK3j9+nWrmPNdtWoVMTU1JWw2m3Tv3p2wWCyeIK/6BpdyA0S5D3l5ecJisYiKigpTeI/D4RA9PT1CCCGJiYlNCuh89uwZMTMzIx07diQSEhLE2tqaKCsrEyMjI5KQkEAeP37MPAS1lVuMTtS4QYqdOnUikydPJikpKURWVpacO3eO/Pfff8TR0ZH8/vvvpF27doTFYpH58+cTKSkpMnPmTLJ8+XIycuRIYmJiwhQxk5SUJAcOHBB4r48fPxJ7e/tGF3sUl+oxJQEBATzz+cKgo6NDpKWlSYcOHYi6ujpPYUL8/6q07777TuBqm+aQmZlZ7wKqTY3f2bFjB1FXVyf+/v48AdmBgYGkb9++Db5eddLS0jyxMQ4ODmTlypXM8+zsbKKgoNCkewiTsrIyE9vCjV+qqxDpokWLiIaGBtmxYwdJSUkht2/fJmvWrCFSUlICV4my2Wzy7t07Mnz4cJ64KDabTVxcXHiCuRur1XZUagbocR8fPnzgqTbZ2unp6dX5YZOenk50dXUbff0hQ4YI/EA4cOAAGThwIPO8ZsAwV2RkJFFXV2/0/ZuLuro6mT17NlN59Usrterj8OHDxMHBgWRkZJCUlBSioaFB9PX1CYvFYjqXS5YsIePGjWtS24uLi8n+/fvJ9OnTydSpU8nevXtJcXHxF88LCQkhP/74Y7Ms4+e+gaFa8B1qBOJxPzC5P/u6ltkfP36cyMjIkNOnT/Pc5+PHj6Rnz57EzMyM5OXlifx1CVv1VTrCql7MxV1NxP1Zcz80pk2bRs6cOUPMzc3JTz/9JIRX0TgHDx4kWlpaAvcVFRWRadOmEW1tbaKhoUHGjBnDVPxujI4dOzK/O9X/tu/cuUPU1NQafV1CiFAqLzcnQavr6lppp6WlRcLCwni2jR07lukAy8vLk4iICBISEkIMDQ3J2bNnmeMyMzNJWFgYCQsLE/gFuLFabUeltp4d96Gnp0eWLl1KKioqxN3UJpGWlq7zPzwzM5MvGr4hdu7cSTQ0NMj06dNJSEgICQkJIdOnTycqKipk5MiRhMPhEA6HQwAQaWlpIi0tzfTElZSUCJvNJtOmTWv0/ZtLr169yLt375jnbDa7zpVa9WFkZMTkUenXrx/x8fEhhBAiJyfHLBmPjY0l+vr6jW4394++Pg9CqsqxW1tbMw9FRUWioKBAOnfuzLPd2tq60W0ShDuqo66uTrZs2UKMjY2JlpYWCQgIICkpKWTJkiWExWIRfX19ZnTuS8vsW1NulMZ4/PgxWb58OTEyMiK6uroNyutTFzk5ORIUFMQ3GnHt2rVac20I08iRI3keLi4upEePHkRCQqLWFYLz588ncnJy9c6T8iUyMjLMKGP1jsqDBw+a9H5JCCGTJ08mPXv2JNeuXSNz584lampqPF+ODx06RGxtbZt0D3GSlpYm9+/f59nWrl07cuzYMWbVJ3c/tzM8btw4EhgYSLKzs0XSplYbTBsUFIQ//vgDHh4eTBG9+Ph4BAcHY8mSJXj16hXWr18PaWlpntUrrY2Ojg7u3LlTaxBcamoqtLS0Gn39adOmAajKerpjxw4A/4t/qDlXrqurC0lJSSbgVEpKCgYGBq2iSOHNmzd55lUJIfDw8OCpP1IzMA+oe6XIixcvmFUr8fHx2L17N7Pv9evXAKr+//Ly8hrU1n///Zf5d81MrdxVM9Wfc1VUVDQp+3FTcOMiHBwcsHHjRmzfvh3R0dHYunUrPn78iPPnz6NLly54/fo10/7Fixfj+++/x9atW1FeXs4XN+Hl5YW3b9/CxcUFYWFh8PX1RV5eHq5evdqk3/mWghtzRAjhq4TdGNwSI2pqaggJCUFYWBjPfm5l67qCWYWhZnAzm82Gubk5VqxYUWsF31OnTmH//v1wc3MDULUgwcHBARUVFY1aUWhoaIjbt2/zBdVeuHABFhYWDb5edf7+/nB1dYWjoyNTebl6wOiBAwcaXKlY1LKyshAYGFivOm1du3bFtm3beOLxioqKcPbsWXTt2hV5eXl49eoVzMzMcOTIEbi7u+P58+eYPn06SkpKoKenB2dnZzg5OcHJyanJBUUBtN4YFWdnZ3L06FG+7UePHiXOzs6EkKqhxupJglqjGTNmkM6dO/MkGuMqLi5mkvAIk6amJgkMDOTZFh0dTUpLS4V6n+ZUc6rHw8OjXo+6DBs2jHTp0oXEx8czWWrj4+MJm81mfgcbk6W2tvwPqBZvwN138eJFYmtrSyIiIhr+QxGBrKwsIi0tTdLS0khRURGZOnUqsbS0JCNHjiSXL19mvulypzpycnLIyZMnebJu1tSacqN8Sc0EbT/++CM5d+5ck0Z+PT09iaenJzExMSHu7u6kV69eRFZWlhgYGBATExNiYmJCDAwMiLa2NunZs+cXf6/Foan5V2o6cOAA0dHRIaGhoUReXp4cOXKE+Pv7M/8WhoKCAoEJ5968eSOW8AMWi0WcnJxIQkICz/bo6GgiKytL+vfvT6SkpJjRpbVr15JRo0bxXSc6OprIy8uTjh07kokTJ5JJkyYxmYGvXbtGRowYQcaNG0eePn1KFixYwCT8LC0tJVevXiV+fn7EycmJyMrKEjabTczMzJr82lptR0VWVlZgZtrqQaCPHj3iCQhtjfLy8oi2tjbR1dUla9euJf/88w8JCwsja9asIbq6ukRbW1voc/Xt2rXj+9nm5OTU+WjpuMGztcU2cR8N8fLlSzJkyBCezgQ31XRcXJxQstReunSJ2NjYkIsXL5KOHTuS8PBwvs7JtWvXSIcOHWq9Rnx8PDl48CAJCQnhexMTBWtrazJ27FieznVJSQkZO3Ys0dPTE5h99fPnzyQ4OJh5XnP6QFpamnTv3p1ve2tSPZh28+bN5PXr10K5Lnf4vU2bNsxDUlKSsFgsIi8vzwR8KygoCH3K70s+ffpEgoKCyPbt2+vMJF5zKpaQpicl3LNnD9HT02P+Ltu3b0/27dvX6Ou1dIGBgWT58uWkV69ePNvt7e3Jhg0bCCG802BxcXFEW1tb4LWePXtG/vjjD+Lq6kpGjhxJRowYwcTdJSUlEQ0NDSY4NzQ0lOfc4uJiEhERQebNm8eEBzRVq12ebGZmBldXV6xZs4Zn+6JFi3D69Gncv38fCQkJGDFiRJ3LHFuDnJwcTJ06FeHh4TzLhAcNGoQdO3bAwMCgSdePi4tDdHQ0Xr58icrKSsTHx6OoqAh9+/ZlhuPZbHad5dWFmcxOFL7UftLA8u+EEOTm5kJDQwPPnj1DYmIiVqxYgWfPnqGoqAja2trIy8tDz549cf78eb4ppfrq3Lkzdu3ahe+++w6ysrKIi4uDpaUlrl+/jsmTJyM9PR2pqano0aMHPn36xHPu06dPMWbMGMTGxjK5NQoKCtCrVy8cOXKEp7qzMMXFxeGHH35AZWUlzMzMUFlZiYcPH4LFYuHNmzd48eIFNDU1ec558+YNNDU1mZ9/Xctcq6ttmWtLVD1BW12/iw2dlpk2bRoCAwPRpk0bWFtbo2vXrkxeqcLCQrx58wYAoKamBgUFBSxbtqzxL6IOPj4+KC0tZYqUlpaWonv37khLS2Oqi1+6dEngVHHNpJkAf+JMoHFJ+16/fo3Kykrmd+7Zs2fCmY5oJRQUFHDnzh0YGhpCUVERKSkpMDIywuPHj9GhQweUlJQwx+bk5CAiIgJlZWVwdHSEtLS0wLCD4uJiZGRkQE9PDwoKCrhx4waioqIQHR2N+Ph4GBoawtHREX369IGjo2OTf96tNkZl/fr1+Omnn3DhwgXY2dmBxWIhPj4eGRkZOHHiBICquIHRo0eLuaVNp6+vj/Pnz+Pdu3d4+PAhCCEwNTWFiopKk6+9evVqLFmyBObm5kw5dAkJCeTk5GDnzp3IzMwEh8OBk5MTc87GjRtRVlaG5ORkbNy4EatWrWpyO5rDiRMneDIrNgX3/4Cb8dHU1BRubm64cuUKkpKSUFlZCRsbG/Tv379J98nKymLm/O3s7DB79mwcOnQIbdq0wePHj5GXl4d58+YxuQuqmzhxIsrKypCens5Ukb1//z4mTpyISZMmISIiokltq66srAz+/v5ISkqCvb09Hj58CGdnZ9y4cQMA0K5dO0RGRqJz584CP6SfPn3KE9vQmjog9VU9QZsw7dixA5s2bWLiPDZv3ox+/fqhpKQE165dYzp/EhISGD16NN6/fy+S6vMXLlzA6tWrmeeHDx9Gbm4uMjMzoaenh4kTJ8Lf3x/nzp3jO1dQ3itBiTMbg1thOS8vD6tWrcK+ffv4OvWt1YcPH3DlyhWYm5vzVIWvTllZGS9evODLWpucnMzTgbh27RqGDh3KZLuWlJREeXk5dHR04OTkBGdnZ/Tt2xcGBgaQk5ODjY0NHB0dER8fD2NjY/Tp0wfe3t5wdHQUeoXuVjv1Q0hV1PyiRYuYyPJFixaJLOr4ayUoHmXatGlEWlqaDB48mEyYMKHOuI2zZ88SR0fH5mtwI9WMURGG5qg31bt3b+Ls7EyeP39OMjMzSefOnQmHwyGysrJERkaGcDgc0qlTJ4Erw2RkZJhVSdUlJiY2eeVDTXPnziUaGhpk0qRJxMDAgAwfPpyYm5uT0NBQZrWAiooKYbPZxNLSkmf1UZcuXYiioqJYl85+TaSkpIipqSnhcDhEXV2dPHv2jHz48IFcvHhRpEuUuTXAuNzc3Mivv/7KPE9OTq51ebKwvHv3jowdO5aoq6szq84qKiqIr68vkZWVJba2tuTvv/8WaRtE6aeffiJbt24lhFRNsXD/nyUlJfmqu3P5+PiQ7777jrx48aLOOm19+vQhw4YNI8+ePSNv374lv/32G9HQ0CArV64k/fr1I3JycoTNZhMDAwMyceJEEhISQiQlJYmuri7x9vYmJ0+ebNKS8rq06o5KbZKTk8XdhFZDUDyKgoICz9r4ujx48KBZljw2lSg6KmfPniU9e/Yk27ZtY7YtWrSIp6jh/PnzBQZC11f1zomxsTExMjIiEhISpF27duSPP/4gERERtebgMDMzY/KUVHfr1i1ibGzc6DYJoqenR86dO0cIIUyl57/++ovZ7+HhQRQVFQkAMmHCBDJlyhTm4e3tTdasWcNX5ZZqnC5duhBJSUmipaVFdHR0eJY9i3KJcps2bXjeSwwMDMj+/fuZ59nZ2ULvINc0depU0r59ezJv3jzSqVMnwmazyZAhQ4iTk1OdFcZbi7Zt2zKB54cPHyYmJiakqKiI7Nixg1hZWQk8p7S0lIwdO5aJo+NwOITNZhN3d3eeYGAVFRUmzxQhhBQWFhI2m80UMxQULMtisYiOjg5ZuHAh6d69O5GSkiKdO3cm06dPJ8ePHxeYe6sxvpqOSkFBAdm+fTuxtrZuFZlSW4q1a9fyBXvq6enxVTCtGXRaUFBA0tPTyejRo0nXrl2br8GNZGBgILTgRS5lZWUiISHBVE5WUVEhAIiEhASRlJQkffv2Je3ataszs3B9VFZWkvDwcBIQEEA2b95cZ+ekun/++Yd0796dxMfHM8fHx8cTe3t7vkRqTSUpKcms2vj3338Jm80mHA6HmJqakj///JMkJSURCQkJvsDjr6nCrThVX03E4XAIi8UiU6ZMIU+fPuX5u42NjeXLVyMsPXr0YII27969S9hsNk8wbHR0dJNyCtWHnp4eU2E8KyuLsFisJgWztzTVV0KNGzeOLFy4kBBStdihesJEQbKyssjx48fJ0aNHBQY2C/oyJyigua5g2Q8fPpDz588THx8fYmdnR6SkpEinTp0a9Vp52kZI6wym5bpy5QoOHDiAU6dOQV9fH6NGjcKoUaNgbW0t7qa1CpWVlfj+++/x4MEDWFhYgMPhICcnB/n5+bCxsWFyeggKRiWEQFdXF6Ghoa0il4qwBQcHY/Xq1Rg0aBC6desGAJgyZQpWrFgBTU1NTJgwAYcOHcL27dvx33//CeWekZGRiIyMZAKfq6tZzE5FRQXFxcUoLy+HpGRVOBr33zWDe5taxJPNZiMvL48JWFRUVER0dDSuXbuGoKAgpKWloby8HDt37sSAAQOY9tRFlIXlvibTpk1DaGgo9PT04OnpiTlz5vAE3XP/brm/L7t27cJvv/0m9HacPHkSY8aMQe/evXHv3j3Y2dnhzJkzzP6FCxciOzsbx44dE/q9ubjvX9yCm3JycoiLi6tXjZvWwMzMDP7+/vj+++9haGiI0NBQODs7IyUlBf369WPyN1W3YsUKzJ8/H3JycjzbP336xFOnjc1m48qVKzxxfL169cKhQ4fw6tUrxMfHIyEhAWlpabUGy3IXY0RFRSEqKgoxMTEoKSlp8mKLVtlRefr0KYKCgnDgwAEUFRXh559/xq5du5CSktLkZD7fmunTp2P//v1wcnJigmn//fdffPz4EYQQdOjQARwOh6cy5r59+8Bms6GhoQETE5N6feh8rbhBotykSRoaGoiPj2dWYj148AB2dnZ4//59o+9RVFSEq1evYseOHTh//jz09PSYApXGxsbMcTUT9H2pcGd1TS3iyWazERwczARpjhkzBps3b2aC6o4fP45Dhw4BAOTl5dGmTRuUl5czCfO4mrPq+deCu5qooKAAAJhifiUlJaisrGRW0pSXl4PD4aBDhw5ISkoSSVsuX76Mc+fOoV27dvD29ub5cPTz84OjoyP69u0rknsDVQHDQPUpoQAAPwlJREFUeXl50NDQAFDVYU5NTeULJG2tduzYgVmzZkFBQQH6+vpISkoCm83G1q1bcerUKURFRfGdIyEhUa+Vdtwvo9W7BDW7BywWCy9evGD+risrK5GQkIDo6GhERUUhNjYWRUVFTAAu99HULx2trqMydOhQxMTEYNiwYfjll18wePBgSEhIgMPh0I5KIygqKiI0NJSnTLifn1+d54hqeWNrJCsri9u3b0NPT4/vQ1dJSQkZGRmwsrLiWQLYEMnJyUwk/ocPH6CoqIjCwkLIyclBU1MTjx49EsbLaDJB5d8FvbWMGzcOZ86cgYyMDF6+fAk/Pz8kJyfj0qVLGD16NH744Qfm2OHDh4u0zV8LDw8PsFgs3L59u87jqmct/lr/hmsucxa0xBlo3DLnliIxMRG5ubkYMGAAFBQUAFRVSFZWVhZYKZ3NZiM/P5/pvHFduXIFo0ePxqtXrwBULU2uycTEBJqamhg4cCDs7e3RvXt3ntkKJSUlFBUVQUtLC3379kXfvn3h5OTE8wVKGFpdR0VSUhIzZ87E1KlTYWpqymynHZXG0dfXR3h4ODp06PDFY+/fv4+tW7ciPT0dLBYLHTp0wIwZM+p17teI+82BEMKUQ6+uoqICx44dw++//46HDx826h59+/aFmZkZdu7cCUlJSVy5cgUmJiZwd3fHrFmz4OrqynP8hw8f6n1t7qiMsJ06dQqBgYEIDw+HhYUFvLy84O7uDmVlZRgbG2PLli0wMDBA586d0aFDB9y/fx/A/3LZcKcqWnpunpaqoqICFy9eRFJSEnJycsBisWBhYYGJEyeKZFlyS/I15t/hKisrg7m5Oc6ePVuvzzkVFRWwWCy8f/8eSkpKfOU2CgsLMWXKFGzfvr3WaxQVFeH69evMiMnt27dhZmbGjIw9fvwYw4cPh5mZmVBeY62aHOXSzG7cuEG8vLyIkpIS6d69O9m6dSt5+fIlkZSUJPfu3RN381qdAwcOkJ9//llghd2EhAQSEhJCDh06RNatW0ckJSWJvb09s6KlZ8+eRFJSkhw7dkwMLRe/adOmERUVFdK+fXsiIyNDDhw4QFauXEnat29PDh06RIqLi4mFhQWZOXNmo+/Rpk0bkpGRQQipWnbKLZdw8+ZNgeUhvlSss/pDVJSUlMjkyZNJXFwc3z45OTmSk5NDiouLiYSEBHF0dCQvX75kMqhev36ddO/enVy7dk1k7fvaxcfHEwCkbdu2TOqG9u3bEzU1NZKYmCju5lFNoK2tTdLS0up1bFBQEAkMDCQsFosEBATwVEz++++/yY0bNxp8f1EFy35JqxtR4SouLkZoaCgOHDiAuLg4VFRUYOPGjZg4cSIUFRXF3bxWw9raGllZWSCEwMDAABwOB2VlZXj8+DEKCwuhoqICQggKCgpgYGCAuLg4niHEZcuWISQkpMVMQQhSvbjWl8ycObPex+rp6WHz5s2YPn068vPz4ePjg169eiE6OhoXLlxgAlmTk5MbnQBJQ0MDsbGxMDMzg4qKCsrLy2FjY8MEMVdv78aNG3H16lXm+ePHj7Fo0SJ4eHgwwc7//fcfgoOD8eeffzY5LqU2xcXFfIF7XObm5jh48CB69OgBDoeDadOmISAgAHJycpCRkcHbt29x5coVzJs3D8nJySJp39eud+/eSE9Px99//80UxysvL4eXlxcePXqEa9euibmFVGOtWbMGGRkZ2LdvX71jA69evQoHBwehxBKKKlj2S1ptR6W6+/fvY//+/QgJCUFBQQEGDBjAU4GWqp2geJTjx4/j7du3cHV1xbZt2wBUxWKYmJigc+fOOHLkCHNsZmYmunbtymQzbInqG0jHYrEa1OFSUFDAvXv3UFlZiY4dO6KsrIyJyyCEMCUOjIyMGtVuABg4cCA8PDwwduxY6Ojo4OPHj2jfvj3y8vJQXl7OrDZisVi4cuUKz7n9+vWDl5cXxowZw7P977//xp49exAdHd3odglSn2mnZcuWQUNDA7///jsUFBRQUlICQ0NDPHz4EG5ubjhy5AiysrJgaWnZon+nWjJZWVls27YN27Ztw8qVK9GtWzfIy8sjIyMDjo6OyM/PF9m0HyVaI0eORGRkJBQUFGBpaVnv2JuGVE+urrmCZb/kq+iocFVUVODMmTM4cOAA7ag0QZs2bXD58mXY2dkx24YOHYpu3bph69atzOoCoGquNzQ0FOHh4WJoqXh16dIFW7duhaOjIwYOHAhTU1NMmDABR48exZEjR/D8+fMm3yMhIQEfP36Ek5MTXr16hQkTJiAmJgYmJiYIDAxE165daz1XTk4OKSkpPLFcQNVKJCsrK6F3BBpaT6l3794YNmwYOBwOwsLCICcnhyVLlmDPnj1ITEzE3bt3hdq+b0Xbtm2ZAEkAPP8nlZWVYLPZNP6nlfpSDI6g2JurV69iyJAhcHBwwLVr15Ceng4jIyOsW7cOcXFxTMkZQZorWPZLvqqOCtV4iYmJTJDs5MmTERsbCysrK2b/rl278Pvvv6OwsJDJ13Hz5k0cP34cfn5+TN4C4NtZrbFp0yZISEhg5syZiIqKwvfff4+KigqUl5dj48aNmDVrlljbZ25ujmHDhmHDhg082+fNm4ezZ88yQazCUn3aiRCCoUOHYt++fXwFyRwdHQEA4eHhKCoqgqurKx49eoRhw4YhIyMDampqOHr0KJydnYXavm/FzJkzERoaiqlTpzL5Q+7cuYNdu3bx1GMRldqKLrJYLMjIyMDExAQeHh489cMo0enZsyd++uknzJ07l6coYXx8PFxcXAQW7S0vL0d0dDQCAwMxb9482NjY4Pnz51BSUmJWGjUn2lH5xr18+RJubm6Ijo6GsrIyE4+irKyMa9euwdLSEkDVt2VSLYlUbRpSgVhcnj59in///Re5ubkoLS3l2cetFt0Yubm5SEhIgLGxcZ0jHU0RHx+P48ePC2x7zWHf8+fPY9SoUTA2Noa9vT2Aqs5lVlYWTp48iaFDh4qkjVzcN8WGjIx89913zGoFqnFKS0vh4+ODXbt2MTlVOBwOpk6dijVr1vBUKBaFxYsXY+fOnbC0tET37t1BCEFCQgJSU1Ph4eGBtLQ0REZG4tSpUxgxYoRI2/I14nYisrKyMHbsWCgqKtbZiWhI9WSgapny4MGDkZubi8+fP+PBgwcwMjLC7NmzUVJSgl27djXXS2V8u5m6KACAt7c3Pnz4gHv37jHVNyMjIzF8+HBYWVnBwMAALBYLkpKSsLS0RFhYGNq3by/mVjce97UZGhri/v376Ny5Mx4/fgxCCGxsbJp0bT09Pejp6QmppVXevHmDpUuXIioqCk+ePEFhYSET8MzhcGBkZIS8vDyMHDmS79yhQ4ciMzMTO3bsQEZGBgghGDFiBKZMmQJdXV2htbG2jkVhYSGsra15Yldaeye3NZCSkkJAQAAWLlyIjRs34tGjR2jTpg309PRQUlIi8o7K69evMW/ePPj6+vJs9/f3R05ODiIiIrBs2TKsXLmSdlQaqGYnYsCAAVBUVMS6detq7UTUt3oy16xZs2Bra4uUlBSoqakx20eOHAkvLy/hv6j6EPm6IqpFU1JSEriM9NatW0ROTo5s2bKFBAQEMPUzWjs7Ozvi6+tLCKmqY5GVlUU+fvxIhg8fTnbs2FGvaxQXF5MzZ84wz4VdiLC6wYMHE1NTU7JmzRrSvn174u7uToKCgoiMjAxZt24dqaysJL/++itZunSpUO7XGNWXPW7YsIGoqKgQNzc3Ii0tTXx9fYmbmxtRUVHhq3lUWFhIlixZQnr27EmMjY2JoaEhz4NqHE9PTxIdHU1UVVWJjo4Os0RZR0eHSEtLi3yJspKSksBq3pmZmURJSYkQQkh6ejpRUFAQaTu+RiNGjCDu7u7k8+fPzPsXIVV1lExMTASeU9/qyVxqampMSoTq98jOziaysrIiemV1o1M/3zhFRUVcv36dJx4FqOptOzo68nwbjouLQ3R0tMA6M02ZMmlOioqKuH37NoyNjaGiooKYmBh06tQJKSkpGDFiBB4/fvzFa+zevRtnz55l6pgoKiqiU6dOkJWVBQBkZGRgwYIFmDNnjlDaGxMTg65du0JeXh737t2DgYEB1NXVERUVBUtLS6Snp8PZ2RkvXrwQeI3i4mKBU0VdunRpcvtqGjVqFJycnDBjxgwmfXm3bt2wcOFC/Pfff1BVVUVAQAAUFRUxZswYXL16FePGjYOWlhbfaIu4Y3xaKwkJCdjZ2aFjx47Yu3cvsyw1Ly8P2tra+O6770S6RLlt27b466+/MH78eJ7tBw8ehI+PD/Lz85GWloY+ffoIrE1D1U5dXR2xsbEwNzfnm8axsLAQGCBfVlYGDw8PhIaGghACSUlJVFRUYOzYsQgKCoKEhATP8aqqqoiJiYGFhQXPPWJiYjBq1Cjk5+c318tl0Kmfb5yzszNmzZqFI0eOICMjAzNmzMCpU6cwZ84c9OvXjzlu6dKlWLlyJfT09GBoaMjzodKa4gnk5eXx+fNnAIC2tjaysrKY5Xn1fdM8fPgwXyfk77//ZpYhcwsRCqOj0qFDB3z69AlA1RsIt+aSjo4O7t69C0tLSxQUFAh8g3r16hU8PT1x4cIFgdcW9jSLq6srUyfqypUrKCkpwZQpU/DhwwecOXMGN2/eREVFBdauXQtFRUVcuHAB586dE5j2m2q4Dx8+gBACQghu376Nbdu2Mb8XFRUViIiIgJqaGhISEkTaDm9vb0yZMgWJiYmws7MDi8VCXFwc9u3bh99//x1AVSA1LRzbcJWVlQL/bp8+fVpr/jAOh4PDhw9jxYoVSE5ORmVlJaytrflWA3INGDAAmzdvxp49ewBUvb8XFhZi2bJlIo9rq5VYxnGoFiM3N5dYW1sTDodD5OTkiJqaGuFwOMTGxoY8efKEOU5TU5OMHTuWuLi4iLG1TTdixAiyZ88eQkjVkKiJiQnx9/cnNjY2pF+/fvW6Rtu2bcndu3eZ5+rq6iQ7O5t5fv/+fWaIu6ni4uKIs7MziY6OJq6urmTVqlXk/fv3ZMmSJURdXZ14eXkRfX19MnLkSL5zx44dS3r16kXi4uKIvLw8iYiIICEhIcTc3JycPXtWKO2rzsPDg8jLyxNbW1vi4eHBPLS0tIisrCyRlJQkAIibmxvx9PQkCgoKZOTIkcTT05N5UI1XPSsxAL4sxRISEmTChAlEU1NT5G05dOgQsbe3JyoqKkRFRYXY29uTw4cPM/uLi4uFNj36Lfn555/Jr7/+SgipmpZ59OgR+fjxI3F2diYeHh5CucezZ8+ImZkZ6dixI5ONXE1NjZibm5P8/Hyh3KOh6NQPBQBMUbgpU6bA2dkZ/fv359mvpaWFwMBATJ48Gbm5uWJqZdM9evQIhYWF6NKlC4qLizF//nwmL8mmTZvqlbiIW4jQ3Nxc4P6mFiKsLjMzE2PGjEFycjLPqqvKykqwWCwMGzYMJiYm8PX1hYqKCs+5WlpaCAsLQ/fu3aGkpISEhASYmZnh33//xbp16xATE9Pk9tUUFBSESZMmYfDgwUw23KtXryIyMhLdunVDUlISBg0aBGlpaTx58gQvXryAjY0NMz1RswI0VX9Xr14FIQTOzs4YMmQI4uPjmSXKUlJSeP78OVavXo1Ro0Zh8+bN4m4u1QjPnz+Hk5MTJCQkkJmZCVtbW2RmZkJdXR3Xrl3jq5AMVKUKOHHiBKKiogRO2wtKEvfp0yccOXIESUlJqKyshI2NDX755Rdmeru50Y4KxZCRkcHdu3dhYmLCt2/dunVIS0vD0aNHmamIb5WpqSnWrFmDUaNGCdzf1EKE1XXv3h2SkpKYNWsW2rZtyzfNVlc+DCUlJaSmpsLAwAAGBgY4fPgwHBwckJ2djU6dOoks8+utW7ewZcsWpKengxACCwsLzJw5Ez169IChoSESEhKgpqYmsHxDdUlJSSJp39cuJycHbdu2xcKFC8W2RBmoWiYt6INR2CvjvjWfPn1CaGgoEhMT69WJmDlzJvbs2QMnJyeB7yGtoUAj7ah8o65cuYIZM2bg5s2bTDptY2NjrF+/Hs7OzujVqxd27dqF3r17A6iaG7W1tcWdO3cwePBgvg+V1lY2vSlvorNmzcLly5eRmJgIGRkZnn2fPn2Cra0t+vfvj4CAgCa3U05ODtevX691Prm6mmnR7ezs4O/vj0GDBsHFxQVKSkr4888/sWXLFpw4cQJZWVlNbl9TCCrfUN2yZcuaqSVfn4KCAuzfvx937tzBx48fYWRkhLlz50JLS0vk987MzMTEiRNx48YNnu2kRmZiqnmoqqri0KFDdcaXNCSTuzgSetKOyjdq+PDhcHJy4gn49Pb2RnR0NOLj47Fnzx5ERUUxQ/G//fYb9u7dC11dXTg5ObXKXjlQlT5+0qRJTXoTzc/Ph5WVFaSkpDBjxgyYmZmBxWIhIyMD27Zta3Ihwur69OmDmJiYBqWm5zp8+DAT8Z+cnIxBgwbhzZs3kJKSQlBQEEaPHt3k9gH1q/HDpaSkhMjISFy6dAkREREwMTHhSVLFzXpMNV5CQgIcHBygpqYGe3t7JuHap0+fEBYWhv3794v058wtgLdo0SKBq7lElQzxWxAcHAx1dXV8//33AIAFCxZgz549sLCwwJEjRwROXRsaGuLChQvo0KFDrddls9n1ur+4Opq0o/KN0tfXx8WLF5kkb0DVB7CNjQ0kJCTw888/Izg4GPv370d6ejoWL14MFRUVpKWlCeUDWFyE9SaanZ2NqVOn4tKlSzyxIwMGDGhyIcLqjh8/Dh8fH7i5ucHIyAgSEhKYMWMGli1bBk1NTZ6aG19Ki15cXIyMjAzo6elBXV1dKO0DvlzjB/hfZ2rp0qVYsWIFbG1tkZiYCGdnZ57CajRGpel69+6N2NhYPH36lCltwa2efP/+fcTHxzPTQaIgLy+PxMTEOj8YqcYxNzfHzp074ezsjP/++w/9+vXD5s2bcfbsWUhKSgoc2Q4ODsbFixdx4MABscWYNBXtqHyjaotHycnJwdSpUxEeHs4EbLJYLEhJSeHs2bM8S5ZbI2G/ib59+5aJRTExMYGqqqpQrssl6JsO90+2vsXlSktLkZ2dDWNjY6GUeq+peo2fL3Fzc8O6deswbtw4uLi4wMXFBR4eHkJv07fqw4cP0NTURGlpKTIzM6GhocHsu3fvHhwdHaGuri6Ugpm1sbOzw6ZNm/Ddd9+J7B7fKjk5OebLxsKFC/HixQscPHgQ9+7dQ9++fXmKUXIVFxfD1dUVsbGxrTYWjOZR+Ubp6Ojgzp07fB0VfX19nD9/HgcPHsTixYtx+vRpmJqa4p9//sGePXvQs2dPyMnJianVTWdhYSHUJFOqqqro3r270K5XU3Z2Nt+2Tp064cKFC1+MpykuLoa3tzeCg4MBgKnZMXPmTGhra2PRokVCaWNDCtyVlpaiV69eAIAhQ4Zg8eLFuHv3Lrp168ZXsv5bKW4pTNx6XWw2G2ZmZnz7KysrMX36dJG2Ye3atViwYAFWr14NS0tLvg/GmrFUVP0pKCjgzZs30NPTQ0REBDN1LyMjU+siBw8PDyQmJsLd3V1gMK0gkZGR2LRpE1OotkOHDpg9ezbfatBm02wLoakWZcaMGaRz584CcxkUFxeTzp07E29vb2ablZUVUVRUJAoKCqRz587E2tqa59FaREZGkp49e5KoqCjy+vVr8v79e55Ha1A9rXVdZs6cSbp160auX79O5OXlmXPCwsKIlZWVyNr37t07sn79ejJp0iTi5eVFNm7cSAoKCgghhCxYsICsWLGCEFKV96O2B5vNFln7vmbR0dFk5MiRBACZO3cuOXbsGDl27Bjx9fUlGhoaZNKkSSJvQ/X/w+oP+v/adGPHjiU2NjZk0qRJRE5Ojrx+/ZoQUvU33alTJ4HnyMnJkevXr9f7Hlu3biWSkpLEzc2NBAQEkICAADJmzBjC4XDI1q1bhfI6GopO/XyjqsejzJgxA+bm5mCxWEhPT8f27dtRUVGBpKQkJh7la1mhwZ1KqfmtgrSgFQlfisAfPXo0tmzZgrZt29Y56qCvr4+jR4/C3t6eJxX2w4cPYWNj06Ag2PpKSEjAoEGDICsry1M599OnT4iIiEBwcDAOHjyILl26oEuXLnzftltLKYaWrLS0FL/99hsOHz7M/D4359LkL00FNmQEjuJVUFCAJUuW4MmTJ5g6dSoGDx4MoOr9V0pKCn/88QffOR06dMCxY8fqXTJDR0cHixcvxowZM3i2b9++HatWrRLptGFtaEflG1Y9HoVUCwgdNGgQduzYAQMDA/E2UARaw5tozbiUuv5Eq1dNrhlIJycnh7t378LIyIino5KSkoI+ffrg/fv3wm04qgI5TUxMeGrMcAM5Hz16xFdXhKuiogKSkpK4cuWK0Nv0rXr+/DlP9eQuXbpg4sSJaNOmjbibRjWjc+fOYevWrdi1a1e93tMVFRWRnJzMFxaQmZkJa2trFBYWiqiltaMdFQrv3r3Dw4cPQQiBqakpX4bT6hITE5l5SwsLi1ZVr6OsrAwDBw7E7t27Bc7ft0SXL1/G6NGj0a1bNybr5MuXL5GUlIRu3boxqzoA/iXijo6O+PHHH+Ht7c0UCDQ0NMSMGTPw8OFDXLx4UejtlZWVRXJyMl+wclpaGmxtbXmSzFVUVGD16tXYtWsX8vPzmRgaX19fGBgYYNKkSUJv37fiSyNbNjY2Qr1famoqOnfuDDabjdTU1DqPFUUxzK9ZU3+2KioqKC4uRnl5OeTk5PhGMd++fcvz/JdffoGVlRV8fHx4tq9fvx6JiYk4cuRII19J49FgWgoqKiqws7Or85iXL1/Czc0N0dHRTMDe+/fv4eTkhNDQUJ7VBS0Vh8PB3bt3W1URxdmzZyMsLIxvBcX169cxefJkhIeH13run3/+icGDByMtLQ3l5eUICAjAvXv38N9//zVopU5DKCkpITc3l6+j8uTJE76iaatWrUJwcDDWrVuHX3/9ldluaWmJTZs20Y5KA02cOJH59/nz56GqqgoHBwdmhK5fv36IjY3F7NmzhV492crKCnl5edDU1ISVlRVYLJbAkcCWMr3amnzpZ8t9XtvPtj7lErZs2cL8u2PHjli1ahWio6OZMhg3b95EbGws5s2b1/QX1Ah0RIWql9GjRyMrKwshISFM7pW0tDRMmDABJiYmYullN8a8efPA4XCwZs0acTelXmRlZREXFwdLS0ue7ampqejRo8cXyxncuXOH+SbETbe9cOFCvusJy8yZM3H69GmsX78evXr1AovFQkxMDDw9PaGjo8PzjS8iIgJWVlbQ1NTEmTNn4OzsjPDwcGRkZKBnz5549+6dSNr4tWKz2dDX14e1tTXCwsLg5OTE1zn88OED/vvvP6GXT8jJyYGenh5YLBZycnLqPLY+9bSo/2mOn62hoWG9jmOxWHj06FGj7tEUdESFqpeLFy/i8uXLPAniLCwssH37dgwcOFCMLWuY0tJS7Nu3D5cuXYKtrS3fktiWFsxpZ2eH2bNn49ChQ0z687y8PMybN69ey6ItLS2Z5cnNYf369WCxWBg/fjxPjRljY2N069aNJ0alpKQEWlpaTGZa7odqZWUlysrKmq3NX4spU6YgNDQUjx49gpycHKZOncpXjyo8PBzjx48X+r2rf0Dm5OSgV69efDl7ysvLcePGDdpRaaDqP6/G/uwqKirwzz//8EzbDx8+nPl7FJQGoSWhIypUvSgqKuL69euwsrLi2Z6cnAxHR0eRrCARBScnp1r3sVisFhfM+fDhQ4wcORL3799n8qbk5ubCzMwM//zzj8ACkvX9vxBlPovi4mKm4KCJiYnA3Du2traYPXs23N3deYJ9/fz8cPnyZVy/fl1k7ftaff78GadOncLChQvx9OlT9OjRA9OnT4ejoyNiY2Ph4+Mj8urJEhISePHiBV8l3zdv3kBTU5NO/TRBY1LoP3z4EEOHDsWzZ89gbm4OQggePHgAXV1dnDt3jie7dUtFOypUvYwYMQIFBQU4cuQIE8D57Nkz/PLLL1BRUaGpz0WIEIJLly4hIyODqUbcv3//WmNtvpTSvqUsxT5z5gzGjRuHxYsXY8WKFfDz88P9+/dx8OBBnD17FgMGDBBr+1oz7hLlkJAQ5v9ZWlq6WZYos9ls5Ofn88WtPXjwALa2tq3mS01L1JgU+kOHDgUhBIcPH2YyZ7958wbu7u5gs9k4d+4c5s6di5UrV0JeXh5z586tsw3iGHWmHRWqXp48eYIRI0bg7t270NXVBYvFQm5uLiwtLREWFob27duLu4kN8vDhQ2RlZaFPnz6QlZVlPry/BtUDZQkhGDp0KPbt2wcdHR2e40SxFLuoqAhr1qxBZGSkwOrUNee3w8PDsXr1ap4YmqVLl7aq6cSWKjc3F3v27EFQUBDKyspw584dvlEOYXJ1dQUAhIWFYfDgwTydoYqKCqSmpsLc3Fwkq82+FY1JoS8vL4+bN2/yxaWlpKTAwcEBhYWFcHJywunTp6GsrFznqDMAREVFCfU11QeNUaHqRVdXF0lJSQK/2bcmb968wc8//4yoqCiwWCxkZmbCyMgIXl5eUFZWxoYNG8TdRD6RkZG1fvALqoJbswMiISEBe3t7oRVKrIuXlxeuXr2KcePGCSz6WNOgQYMwaNAgkbfrW8Gd+jlw4ABiYmIwbNgw7NmzB4MHD653hdzG4uZnIYRAUVGRpwCelJQU7O3teVZ3UQ3XmBT60tLS+PjxI9/2wsJCSElJAeDtfIijI/IltKNCNciAAQNa9ZD8nDlzwOFwkJubyxMYPHr0aMyZM6fFdVT8/PyYasP1+eAXtwsXLuDcuXNwcHD44rFGRkaIj4+Hmpoaz/aCggLY2NiIZXVBazZt2jTs378f8vLyMDU1haurK6SlpXHixAmcOHGC51hBHdym4ubxMTAwwPz58/kC1ammGzBgALy8vGBtbY0HDx4wsSr37t2rNZnbsGHDMHnyZOzfv58JwL916xamTJkiMLP1xIkTERAQwLdirKioCN7e3iL53fkiUefop1q3yMhI0rFjR4F1cAoKCoiFhQW5du2aGFrWOG3btiW3b98mhPDWzHn06BGRl5cXZ9MEateuHTl48GCTrlHf2kDCYGBgQNLS0up1LIvFIvn5+Xzb8/LyiJSUlLCb9tVjsVgEAJGTkyNaWlq1PlxcXMTdVKqR3r17R6ZPn06GDx9OLly4wGxfunQp8ff3r/Wc4cOHExaLRaSkpIiUlBRhs9nExcWFqcFVHZvNFvh3+erVKyIhISG8F9MAdESFqtPmzZvx66+/Clwh0qZNG/z222/YuHEjevfuLYbWNVxRUZHAFSivX78WeQ2UxqhebbgpmmskZuXKlVi6dCmCg4NrrbJdvZZReHg4T0r3iooKREZGfpXlG0Rt/PjxuHnzJrKzs1FSUgJTU1MYGxvz/V7XzGAsbPn5+Zg/fz4zXUlqhEGKO4i7NVNWVsa2bdv4ttdVi01ZWRlhYWHIzMzkmbavuWLww4cPIISAEIKPHz9CRkaG2VdRUYHz58+LNMapLjSYlqqTvr4+Ll68yDNNUl1GRgYGDhyI3NzcZm5Z43z//fewsbHBypUrmbTy+vr6cHNzQ2VlJd8QubgtXLgQCgoK8PX1rfc53KBGLm4ytZpD8YJWCDSGtbU1T0eIW47BwMCAL113UlIST2HImm8/HA4HBgYG2LBhA4YNGyaU9n1rqsep3LhxA99//z0mTZqEgQMHNkuHdciQIcjNzcWMGTMETleOGDFC5G34ml2/fh27d+/Go0ePcPz4cejo6CAkJASGhoZ8Gawb4kurBVksFvz8/AQWPhQ1OqJC1Sk/P5/vw6Y6SUlJgZHmLdVff/2Fvn37IiEhAaWlpViwYAHu3buHt2/fIjY2VtzN41NSUoI9e/bg8uXL9a42XLPonLu7u0jb6OLi0qDjuQHBhoaGiI+Ph7q6ugha9e2SlpbGmDFjMGbMGOTk5CAoKAjTpk1DWVkZ0tLSmAR7ohITEyMw5xLVdCdPnsS4cePwyy+/ICkpCZ8/fwYAfPz4EatXr8b58+f5ziGE4MSJE4iKihIYkM/9whIVFQVCCJydnXHy5ElmKTNQFQytr6/PU1usOdGOClUnHR0d3LlzR2BiMaAqlTs3Y2prYGFhgdTUVOzcuRMSEhIoKiqCq6srpk+f3iJfR2pqKvOGf/fuXZ59tX37EfXQfk3Lli1r1HktPRvm14DFYjEjVzU/oERFV1e3zorfVOP5+/tj165dGD9+PEJDQ5ntvXr1wooVKwSeM2vWLOzZswdOTk5o27Ztre8b3NWC2dnZ0NXVFfkqsYagUz9Unby9vREdHY34+HieOUsA+PTpE7p37w4nJyeeolYtWW5uLpMHRtA+bvZXqvEKCgpw4sQJZGVlwcfHB6qqqkhKSkLbtm35crk0dOk19WWClih7eno2yxJloKqG04YNG7B7924aayRkcnJySEtLg4GBAU8250ePHsHCwgIlJSV856iqquLQoUMYOnRove/z7t077N+/n0m537FjR3h6evKMsjQnOqJC1WnJkiU4deoUzMzMMGPGDJibm4PFYiE9PR3bt29HRUWFWOYsG8vQ0LDW9N6GhoY00K+JUlNT0b9/f7Rp0waPHz/Gr7/+ClVVVZw+fRo5OTk4ePAgc2xrW3rdGkybNg2hoaHQ09ODp6cnQkND+ZZ/i9ro0aNRXFwMY2NjyMnJ8U1Xvn37tlnb8zXR0tLCw4cP+TqAMTExteZJatOmTYNyKF29ehXDhw9HmzZtYGtrC6CquvKKFSvw77//iiRR5JfQERXqi3JycjB16lSEh4czQ7osFguDBg3Cjh07WtW3ptrSe+fk5MDCwgJFRUVialnt4uPjcfz4ceTm5qK0tJRnn7ACYoWlf//+sLGxwbp163i+8d24cQNjx47F48ePmWO1tLSwbt06jBs3TnwN/sqw2Wzo6enxBTjXJMrfmy8VwZwwYYLI7v21W7duHYKDg3HgwAEMGDAA58+fR05ODubMmYOlS5dixowZfOcEBwfj4sWLOHDgAE8Svtp07twZvXr1YqbHgapVP9OmTUNsbCzfFHRzoCMq1Bfp6+vj/PnzePfuHbOiw9TUFCoqKuJuWr1x61ewWCz4+vryLJ2tqKjArVu3WmTwX2hoKMaPH4+BAwfi0qVLGDhwIDIzM5GXl4eRI0eKu3l84uPjsXv3br7tOjo6yMvL49kmrKXX1P+MHz9e7CNTtCMiOgsWLMD79+/h5OSEkpIS9OnTB9LS0pg/f77ATgoA/PTTTzhy5Ag0NTVrXYlXXVZWFk6ePMlT6VxCQgJz587lGRFtTrSjQtWbiooK7OzsxN2MRklOTgZQFQF/584dJnU0UBXR3rVrV8yfP19czavV6tWrsWnTJkyfPh2KiooICAiAoaEhfvvttxYZ/CsjIyOw6Nz9+/f5RrG8vLzw999/N2jpNVW3oKAgsdz3w4cPTK6lLxUdFGXV7m/BqlWr8McffyAtLQ2VlZWwsLCocyWXh4cHEhMT4e7uXmcwLZeNjQ3S09Nhbm7Osz09PV1sX+bo1A/1TfH09ERAQECrebOUl5dn0mOrq6sjKioKlpaWSE9Ph7OzM168eCHuJvKYPHkyXr16hWPHjkFVVRWpqamQkJCAi4sL+vTpg82bNzPHzpo1CwcPHkSXLl3qvfSaapkkJCSY2K/a8nGQFlK1+1sjLy+P8PDweudYOXr0KBYsWABvb2/Y29sDAG7evInt27djzZo1PDm1unTpIpI210RHVKhvypo1a2rtpKSmpjbbH159qaqqMgXFdHR0cPfuXVhaWqKgoADFxcVibh2/9evXY+jQodDU1MSnT5/g6OiIvLw89OzZE6tWreI5tjFLr6mW6cqVK8yKkJZY1O5r0dDq5EDVcvGGfDEbM2YMgKppJkH7uMvdm7PTSUdUqG+KpqYm9u3bx1eMa/369fD19a21Aqm4jB07Fra2tpg7dy5WrVqFgIAAjBgxApcuXYKNjU2LC6blunLlCpKSklBZWQkbG5tWV2WbolqiMWPG1FmdfNasWXznnDt3Dlu3bsWuXbvqtfAhJyen3u3R19ev97FNQTsq1Ddlw4YNWLJkCSZMmIBNmzbh7du3GDduHO7du4e9e/cKrCYqTm/fvkVJSQm0tbVRWVmJ9evXIyYmBiYmJvD19W0VAc0FBQVQVlYWdzOoZlZcXCxwpVpLG7VsTZSVletdnZxLRUUFxcXFKC8vb7XLxWlHhfrmpKSkwN3dHSUlJXj79i3s7e1x4MABtG3bVtxNa/XWrl0LAwMDjB49GgDw888/4+TJk2jXrh3Onz+Prl278tUiqk1LHS2i6vbq1St4enriwoULAvfTGJXGMzQ0xPnz52utvSZIQ5eLf2llz/jx4+t9b2GhMSrUN8fIyAidOnXCyZMnAVR9mLa0TsqXVk5wtbSg4N27d+PQoUMAgEuXLuHSpUu4cOECjh07Bh8fH0RERPDVIqK+LrNnz8a7d+9w8+ZNODk54fTp08jPz4e/vz82bNgg7ua1avWpTl5dWVkZoqOj4evrW++kbzWnj8rKylBcXAwpKSnIycmJpaNCR1Sob0psbCzc3d2hpqaGkJAQxMbGYu7cuRg8eDB2797dYqZSvlTJtKWuoJCVlcWDBw+gq6uLWbNmoaSkBLt378aDBw/Qo0cPvHv3TtxNpERMS0sLYWFh6N69O5SUlJCQkAAzMzP8+++/WLduHWJiYsTdxFalodXJa1JWVkZSUlKDstPWlJmZialTp8LHxweDBg1q9HUai46oUN8UZ2dnzJkzBytXrgSHw0HHjh3h5OSEcePGwdLSEk+fPhV3EwHwrpwghGDo0KHYt28fX62clkZFRQVPnjyBrq4uLl68CH9/fwBVr6Gldaoo0SgqKmJKVKiqquLVq1cwMzODpaWlwA9Sqm4NrU5e08iRI/HPP/8wSS8bw9TUFGvWrIG7uzsyMjKa1J7GoB0V6psSERHBV6vC2NgYMTExfMtnxalmGyUkJGBvb9+kb0XNwdXVFWPHjoWpqSnevHmDIUOGAABu375dawVu6utibm6O+/fvw8DAAFZWVkxxwl27drXIJIUtXWOrk3OZmJhg5cqVuHHjBrp16wZ5eXme/TNnzqzXdSQkJPD8+fMmtaWx6NQPRbUC1evmtGRlZWUICAjAkydP4OHhAWtrawDA5s2boaCgAC8vLzG3kBK1w4cPo7S0FJ6enkhOTsagQYPw5s0bSElJISgoiAm0phrOyMgI8fHxfIUmCwoKYGNjIzCPiqGhYa3XY7FYfOf8+++/PM8JIXjx4gW2bdsGXV3dWoOkRYl2VKhvwtChQ3HkyBEmkHPVqlWYPn06s2z2zZs36N27N9LS0sTYytq1lo4KRdVUXFyMjIwM6OnpQV1dXdzNadXYbDby8vL4qr/n5+dDV1eXbyl4Y+9RHYvFgoaGBpydnbFhwwaxjIrRqR/qmxAeHo7Pnz8zz9euXYsxY8YwHZXy8nLcv39fTK2rn9aQrbUlLm2kmkdxcTF8fHzwzz//oKysDP3798eWLVugrq4OGxsbcTevVas+yhEeHs6zcq6iogKRkZF1jpwAVUVAs7OzYWxsDEnJ2j/6a2a7bQnoiAr1Taj5TaTmCEV+fj60tbVbTMBnzVwjZ86cgbOzM9/8ckvLNVJz1VTNpY2tIbkU1Tg+Pj7YsWMHfvnlF8jIyODIkSPo27cvjh8/Lu6mtXrcUQ5u+vrqOBwODAwMsGHDBgwbNozv3OLiYnh7ezP5VB48eAAjIyPMnDkT2traWLRoEXNsWVkZzM3NcfbsWVhYWIjwFTUMHVGhqBaoZq4Rd3d3MbWkYQQtP66+tJH6ep06dQr79++Hm5sbgKrfWQcHB1RUVEBCQkLMrWvduKMchoaGiI+Pb9AU2uLFi5GSkoLo6GgMHjyY2d6/f38sW7aMp6PC4XDw+fPnFjd6S0dUqG+ChIQE8vLyoKGhAaBqRCU1NZUZLm1pIypfm4SEBLEtbaSah5SUFLKzs3mW0FfPq0OJh76+Po4ePQp7e3uekeSHDx/CxsaGL7nkmjVrkJGRgX379tU5RdScWkYrKErECCHw8PCAtLQ0AKCkpARTpkxhplKqx69QwifOpY1U86ioqICUlBTPNklJSZSXl4upRV+nyMjIWqsnHzhwgO/4V69e8QXfAlX5bgSNnNy6dQuRkZGIiIiApaVli5huph0V6ptQs56FoKkUGujZdHUtbWxIITWq9an5ZQDg/0IAtLy4qtbEz88PK1asgK2trcDqyYLY2dnh3Llz8Pb2BvC/oPy9e/eiZ8+efMcrKytj1KhRwm14E9GpH4qihKYlLm2kmoenp2e9jgsMDBRxS75eWlpaWLduHcaNG1fvc27cuIHBgwfjl19+QVBQEH777Tfcu3cP//33H65evYpu3boxx5aXl+Pw4cMYNGgQ2rVrJ4qX0Ci0o0JRFEVRrYCamhri4uJgbGzcoPPu3LmD9evXIzExEZWVlbCxscHChQthaWnJd6ycnBzS09Ohr68vrGY3Ge2oUBQlEty3lpa2goCiWquFCxdCQUEBvr6+IruHk5MTZs2a1eQaQ8JEY1QoihKqgwcP4q+//kJmZiYAwMzMDD4+Pg0arqYoil9JSQn27NmDy5cvo0uXLnzVkzdu3CjwvMrKSjx8+FBgAG6fPn14nk+bNg3z5s3D06dPBdYG6tKlixBeScPQERWKooRm48aN8PX1xYwZM+Dg4ABCCGJjY7F9+3b4+/tjzpw54m4iRbVaTk5Ote5jsVi4cuUK3/abN29i7NixyMnJ4UsWx2Kx+FIy1Iwz4x5HCBF4fHOgHRWKooTG0NAQfn5+fCuogoODsXz5cmRnZ4upZRT1bbKysoKZmRn8/PwErhSqmVwyJyenzuuJI3aFdlQoihIaGRkZ3L17FyYmJjzbMzMzYWlpiZKSEjG1jKJaP271aVlZ2XqfIy8vj5SUFL6/ydaEf4yHoiiqkUxMTHDs2DG+7UePHoWpqakYWkRRX4/Fixejbdu2mDRpEm7cuFGvc3r06IGHDx826D4hISFwcHCAtrY2M8KyefNmhIWFNbjNwkCDaSmKEho/Pz+MHj0a165dg4ODA1gsFmJiYhAZGSmwA0NRVP09ffoU586dQ1BQEJycnGBoaAhPT09MmDCBJ+9Jamoq829vb2/MmzcPeXl5sLS05AvArRkcu3PnTixduhSzZ8/GqlWrmJgUZWVlbN68GSNGjBDhKxSMTv1QFCVUiYmJ2LRpE9LT00EIgYWFBebNmwdra2txN42ivhovX77EoUOHEBQUhIyMDAwePBiTJk3CDz/8AElJSYGVlrnqCo61sLDA6tWr4eLiwlMb6O7du+jbty9ev37dHC+PBx1RoShKqLp164ZDhw6JuxkU9VXT1NSEg4MD7t+/jwcPHuDOnTvw8PCAsrIy/v77b4Hp8esjOztb4JcKaWlpFBUVNbXZjUI7KhRFNVnNCqy1UVJSEnFLKOrrlp+fj5CQEAQGBuLRo0dwcXHB2bNn0b9/f3z69AlLlizBwoUL0a9fPwQEBEBRUbFB1zc0NMTt27f5VvdcuHABFhYWwnwp9UanfiiKajI2m11nBlpx5mCgqK/FDz/8gPDwcJiZmcHLywvjx4+HqqoqzzHPnz9H+/btwWKx8OLFC4GVk+sSGBgIX19fbNiwAZMmTcK+ffuQlZWFP//8E/v27YObm5swX1K90BEViqKaLCoqivk3IQRDhw7Fvn37oKOjI8ZWUdTXRVNTE1evXq1zWkdLSwvZ2dkwNDRs1D08PT1RXl6OBQsWoLi4GGPHjoWOjg4CAgLE0kkB6IgKRVEiUD0Ij6Ko5sdms5Gfnw8NDY1GX+P169eorKxs8KiMsNE8KhRFURTVgt26dQsXLlzg2Xbw4EEYGhpCU1MTkydPxufPn/nOMzMzg6qqap2PmpydnVFQUAAAUFdXZzopHz58gLOzs/BfXD3QqR+KoiiKasGWL1+Ovn37YsiQIQCAO3fuYNKkSfDw8EDHjh3x119/QVtbG8uXL+c5z8/Pjy9F/pdER0ejtLSUb3tJSQmuX7/e6NfQFLSjQlGUSNQVXEtRVP3dvn0bK1euZJ6HhoaiR48e2Lt3LwBAV1cXy5Yt4+uouLm51XvapnqSuLS0NOTl5THPKyoqcPHiRbHFnNGOCkVRTebq6srzvKSkBFOmTOErEX/q1KnmbBZFfRXevXuHtm3bMs+vXr2KwYMHM8/t7Ozw5MkTnnMa+kXBysoKLBYLLBZL4BSPrKwstm7d2sCWCwftqFAU1WQ1h5fd3d3F1BKK+vq0bdsW2dnZ0NXVRWlpKZKSkuDn58fs//jxI19q/Iauk8nOzgYhBEZGRoiLi+MJwpWSkoKmpiYkJCSa9kIaiXZUKIpqssDAQHE3gaK+WoMHD8aiRYuwdu1a/PPPP5CTk0Pv3r2Z/ampqTA2NuY5p7KyskH34CZ4a+h5zYF2VCiKoiiqBfP394erqyscHR2hoKCA4OBgSElJMfsPHDiAgQMHCu1+Dx48QHR0NF6+fMnXcVm6dKnQ7lNfNI8KRVEURbUC79+/h4KCAt8UzNu3b6GgoMDTeWmsvXv3YurUqVBXV0e7du14Yl1YLBaSkpKafI+Goh0ViqIoiqIAVE0BTZs2DQsXLhR3Uxi0o0JRFEVRFICqwqG3b99uUVmlaWZaiqIoiqIAAD/99BMiIiLE3QweNJiWoiiKoigAgImJCXx9fXHz5k1YWlryLXueOXNms7eJTv1QFEVRFAUAdVZdZrFYePToUTO25v/vSzsqFEVRFEW1VDRGhaIoiqKoFovGqFAURVHUN2zu3LlYuXIl5OXlMXfu3DqP3bhxYzO16n9oR4WiKIqivmHJyckoKytj/l0bcVVEpzEqFEVRFEW1WDRGhaIoiqKoFotO/VAURVEUBQAoKirCmjVrEBkZKbAooTiWJ9OOCkVRFEVRAAAvLy9cvXoV48aNg5aWltjiUqqjMSoURVEURQEAlJWVce7cOTg4OIi7KQwao0JRFEVRFABARUUFqqqq4m4GD9pRoSiKoigKALBy5UosXboUxcXF4m4Kg079UBRFURQFALC2tkZWVhYIITAwMOArSpiUlNTsbaLBtBRFURRFAQBcXFzE3QQ+dESFoiiKoqgWi8aoUBRFURTVYtGOCkVRFEV949hsNiQkJPgeKioqsLe3x6lTp8TWNhqjQlEURVHfuNOnTwvcXlBQgLi4OLi7uyM4OBg//fRTM7eMxqhQFEVRFPUF27dvx8GDB3Hr1q1mvzed+qEoiqIoqk4DBw7EgwcPxHJv2lGhKIqiKKpOnz59goyMjFjuTTsqFEVRFEXVae/evbC2thbLvWkwLUVRFEV94+bOnStw+/v375GQkICsrCxcv369mVtVhQbTUhRFUdQ3zsnJSeB2JSUldOjQAdOmTYO+vn4zt6oK7ahQFEVRFNVi0RgViqIoiqJaLNpRoSiKoiiqxaIdFYqiKIqiWizaUaEoiqIoqsWiHRWKoiiKolos2lGhKIqiKKrFoh0ViqKEZvny5bCyshJ3MyiK+orQjgpFUV+tsrIycTeBoqgmoh0ViqJ4VFZWYu3atTAxMYG0tDT09PSwatUqAMDChQthZmYGOTk5GBkZwdfXl+kMBAUFwc/PDykpKWCxWGCxWAgKCgJQlYZ78uTJ0NTUhJKSEpydnZGSksJzX39/f2hqakJRURFeXl5YtGgRz+hMZWUlVqxYgfbt20NaWhpWVla4ePEis//x48dgsVg4duwY+vbtCxkZGezZswdKSko4ceIEz73OnDkDeXl5fPz4UQQ/QYqihIl2VCiK4rF48WKsXbsWvr6+SEtLw99//422bdsCABQVFREUFIS0tDQEBARg79692LRpEwBg9OjRmDdvHjp16oQXL17gxYsXGD16NAgh+P7775GXl4fz588jMTERNjY26NevH96+fQsAOHz4MFatWoW1a9ciMTERenp62LlzJ0+7AgICsGHDBqxfvx6pqakYNGgQhg8fjszMTJ7jFi5ciJkzZyI9PR0jR46Em5sbAgMDeY4JDAzEjz/+CEVFRVH9GCmKEhZCURT1/z58+ECkpaXJ3r1763X8unXrSLdu3Zjny5YtI127duU5JjIykigpKZGSkhKe7cbGxmT37t2EEEJ69OhBpk+fzrPfwcGB51ra2tpk1apVPMfY2dmRadOmEUIIyc7OJgDI5s2beY65desWkZCQIM+ePSOEEPLq1SvC4XBIdHR0vV4jRVHiRUdUKIpipKen4/Pnz+jXr5/A/SdOnMB3332Hdu3aQUFBAb6+vsjNza3zmomJiSgsLISamhoUFBSYR3Z2NrKysgAA9+/fR/fu3XnOq/78w4cPeP78ORwcHHiOcXBwQHp6Os82W1tbvut06tQJBw8eBACEhIRAT08Pffr0qbPdFEW1DJLibgBFUS2HrKxsrftu3rwJNzc3+Pn5YdCgQWjTpg1CQ0OxYcOGOq9ZWVkJLS0tREdH8+1TVlZm/s1isXj2EQH1UgUdU3ObvLw833leXl7Ytm0bFi1ahMDAQHh6evKdR1FUy0RHVCiKYpiamkJWVhaRkZF8+2JjY6Gvr48//vgDtra2MDU1RU5ODs8xUlJSqKio4NlmY2ODvLw8SEpKwsTEhOehrq4OADA3N0dcXBzPeQkJCcy/lZSUoK2tjZiYGJ5jbty4gY4dO37xdbm7uyM3NxdbtmzBvXv3MGHChC+eQ1FUy0BHVCiKYsjIyGDhwoVYsGABpKSk4ODggFevXuHevXswMTFBbm4uQkNDYWdnh3PnzuH06dM85xsYGCA7Oxu3b99G+/btoaioiP79+6Nnz55wcXHB2rVrYW5ujufPn+P8+fNwcXGBra0tvL298euvv8LW1ha9evXC0aNHkZqaCiMjI+baPj4+WLZsGYyNjWFlZYXAwEDcvn0bhw8f/uLrUlFRgaurK3x8fDBw4EC0b99e6D87iqJERNxBMhRFtSwVFRXE39+f6OvrEw6HQ/T09Mjq1asJIYT4+PgQNTU1oqCgQEaPHk02bdpE2rRpw5xbUlJCRo0aRZSVlQkAEhgYSAipCtL19vYm2trahMPhEF1dXfLLL7+Q3Nxc5twVK1YQdXV1oqCgQCZOnEhmzpxJ7O3tedrl5+dHdHR0CIfDIV27diUXLlxg9nODaZOTkwW+rsjISAKAHDt2THg/LIqiRI5FiICJYIqiKDEbMGAA2rVrh5CQEKFc7/Dhw5g1axaeP38OKSkpoVyToijRo1M/FEWJXXFxMXbt2oVBgwZBQkICR44cweXLl3Hp0iWhXDs7Oxt//vknfvvtN9pJoahWhgbTUhQldiwWC+fPn0fv3r3RrVs3nDlzBidPnkT//v2bfO1169bBysoKbdu2xeLFi4XQWoqimhOd+qEoiqIoqsWiIyoURVEURbVYtKNCURRFUVSLRTsqFEVRFEW1WLSjQlEURVFUi0U7KhRFURRFtVi0o0JRFEVRVItFOyoURVEURbVYtKNCURRFUVSL9X+nDUJn7tsTUAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "proportion.plot(kind=\"bar\", stacked=True)" + ] + }, + { + "cell_type": "markdown", + "id": "284843a8-8b62-461d-9117-d6c3536967a4", + "metadata": {}, + "source": [ + "Because there are so many categories, let's visualize the top 10." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "87496ef5-63b5-4cb2-a205-1bd9419996a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top10_prop = proportion[True].sort_values(ascending=False).head(10)\n", + "\n", + "top10_categories = top10_prop.index\n", + "df_top = df[df['category'].isin(top10_categories)]\n", + "\n", + "proportion = pd.crosstab(df_top['category'], df_top['isBestSeller'], normalize='index')\n", + "\n", + "proportion.plot(kind='bar', stacked=True)\n" + ] + }, + { + "cell_type": "markdown", + "id": "4fa3e2c9-b33b-4ed9-b7fc-d8784aa1a8ec", + "metadata": {}, + "source": [ + "## **Part 2: Exploring Product Prices and Ratings Across Categories and Brands**\n", + "\n", + "**Objective:** Investigate how different product categories influence product prices.\n", + "\n", + "**0. Preliminary Step: Remove outliers in product prices.**\n", + "\n", + "For this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n", + "\n", + "Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f97dee70-c280-4eb4-abfc-7621fda26de5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original size: 2443651\n", + "After removing outliers: 2115963\n" + ] + } + ], + "source": [ + "Q1 = df['price'].quantile(0.25)\n", + "Q3 = df['price'].quantile(0.75)\n", + "IQR = Q3 - Q1\n", + "\n", + "lower_bound = Q1 - 1.5 * IQR\n", + "upper_bound = Q3 + 1.5 * IQR\n", + "\n", + "df_no_outliers = df[\n", + " (df['price'] >= lower_bound) & \n", + " (df['price'] <= upper_bound)\n", + "]\n", + "\n", + "df_no_outliers\n", + "\n", + "print(\"Original size:\", len(df))\n", + "print(\"After removing outliers:\", len(df_no_outliers))" + ] + }, + { + "cell_type": "markdown", + "id": "771fbd1f-f069-4212-bade-26fd31649e65", + "metadata": {}, + "source": [ + "**1. Violin Plots:**\n", + "\n", + "- Use a violin plot to visualize the distribution of price across different product categories. Filter out the top 20 categories based on count for better visualization.\n", + "- Which product category tends to have the highest median price? Don't filter here by top categories." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "45a72c9a-6c69-4e47-93f4-86ff3c2ce914", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\franc\\AppData\\Local\\Temp\\ipykernel_10504\\2320566914.py:6: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot(data=df_top20, x='category', y='price', palette=\"coolwarm\", legend=False)\n" + ] + }, + { + "data": { + "text/plain": [ + "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19],\n", + " [Text(0, 0, 'Handmade Home & Kitchen Products'),\n", + " Text(1, 0, 'Sports & Outdoors'),\n", + " Text(2, 0, 'Handmade Gifts'),\n", + " Text(3, 0, 'Fragrances'),\n", + " Text(4, 0, 'Skin Care'),\n", + " Text(5, 0, 'Birthday Gifts'),\n", + " Text(6, 0, 'Handmade Kitchen & Dining'),\n", + " Text(7, 0, 'Bath & Body'),\n", + " Text(8, 0, 'Manicure & Pedicure Products'),\n", + " Text(9, 0, 'Beauty'),\n", + " Text(10, 0, 'Handmade Artwork'),\n", + " Text(11, 0, 'Make-up'),\n", + " Text(12, 0, 'Baby'),\n", + " Text(13, 0, 'Handmade Clothing, Shoes & Accessories'),\n", + " Text(14, 0, 'Handmade Home Décor'),\n", + " Text(15, 0, 'Men'),\n", + " Text(16, 0, 'Luggage and travel gear'),\n", + " Text(17, 0, 'Handmade Jewellery'),\n", + " Text(18, 0, 'Women'),\n", + " Text(19, 0, 'Hair Care')])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "top_20 = df_no_outliers['category'].value_counts().head(20).index\n", + "df_top20 = df_no_outliers[df_no_outliers['category'].isin(top_20)]\n", + "sns.violinplot(data=df_top20, x='category', y='price', palette=\"coolwarm\", legend=False)\n", + "plt.xticks(rotation=45, ha='right')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "da3889ff-23f7-40bb-8fc2-626e063cb107", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "category\n", + "Desktop PCs 74.0\n", + "Name: price, dtype: float64\n" + ] + } + ], + "source": [ + "median_prices = df_no_outliers.groupby('category')['price'].median()\n", + "\n", + "highest_category = median_prices.sort_values(ascending=False).head(1)\n", + "\n", + "print(highest_category)" + ] + }, + { + "cell_type": "markdown", + "id": "7b96cdbf-ece4-4edc-8cf7-8e7e454a84cb", + "metadata": {}, + "source": [ + "**2. Bar Charts:**\n", + "\n", + "- Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n", + "- Which product category commands the highest average price? Don't filter here by top categories." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "f717ed85-15f9-4ab8-afa2-317396cf6d9e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", + " [Text(0, 0, 'Sports & Outdoors'),\n", + " Text(1, 0, 'Handmade Gifts'),\n", + " Text(2, 0, 'Skin Care'),\n", + " Text(3, 0, 'Birthday Gifts'),\n", + " Text(4, 0, 'Bath & Body'),\n", + " Text(5, 0, 'Manicure & Pedicure Products'),\n", + " Text(6, 0, 'Beauty'),\n", + " Text(7, 0, 'Make-up'),\n", + " Text(8, 0, 'Handmade Clothing, Shoes & Accessories'),\n", + " Text(9, 0, 'Hair Care')])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_10 = df_no_outliers['category'].value_counts().head(10).index\n", + "df_top10 = df_no_outliers[df_no_outliers['category'].isin(top_10)]\n", + "\n", + "sns.barplot(data=df_top10, x='category', y='price', palette=\"coolwarm\", hue='category', legend=False)\n", + "plt.xticks(rotation=45, ha='right')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6e03e8ed-089f-495a-ae1d-d75724c18768", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "category\n", + "Motherboards 68.772432\n", + "Name: price, dtype: float64\n" + ] + } + ], + "source": [ + "average_price = df_no_outliers.groupby('category')['price'].mean()\n", + "\n", + "highest_average_price = average_price.sort_values(ascending=False).head(1)\n", + "\n", + "print(highest_average_price)" + ] + }, + { + "cell_type": "markdown", + "id": "785ba485-d46c-4a42-ae72-84f0150aae52", + "metadata": {}, + "source": [ + "**3. Box Plots:**\n", + "\n", + "- Visualize the distribution of product ratings based on their category using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n", + "- Which category tends to receive the highest median rating from customers? Don't filter here by top categories.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "764ea492-37d6-4d2d-819e-8cbae5c5e817", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\franc\\AppData\\Local\\Temp\\ipykernel_10504\\2050971342.py:6: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=df_top10, x='category', y='stars', palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "text/plain": [ + "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n", + " [Text(0, 0, 'Sports & Outdoors'),\n", + " Text(1, 0, 'Handmade Gifts'),\n", + " Text(2, 0, 'Skin Care'),\n", + " Text(3, 0, 'Birthday Gifts'),\n", + " Text(4, 0, 'Bath & Body'),\n", + " Text(5, 0, 'Manicure & Pedicure Products'),\n", + " Text(6, 0, 'Beauty'),\n", + " Text(7, 0, 'Make-up'),\n", + " Text(8, 0, 'Handmade Clothing, Shoes & Accessories'),\n", + " Text(9, 0, 'Hair Care')])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_10 = df_no_outliers['category'].value_counts().head(10).index\n", + "df_top10 = df_no_outliers[df_no_outliers['category'].isin(top_10)]\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "\n", + "sns.boxplot(data=df_top10, x='category', y='stars', palette=\"coolwarm\")\n", + "plt.xticks(rotation=45, ha='right')" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "8eec372c-e9e3-4866-aaa0-f05eb8e280b0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "category\n", + "Computer Memory 4.7\n", + "Name: stars, dtype: float64\n" + ] + } + ], + "source": [ + "median_rating = df_no_outliers.groupby('category')['stars'].median()\n", + "\n", + "highest_median_rating = median_rating.sort_values(ascending=False).head(1)\n", + "\n", + "print(highest_median_rating)" + ] + }, + { + "cell_type": "markdown", + "id": "5e7f2844-1e4e-4622-9a6b-1b36ce4fd76f", + "metadata": {}, + "source": [ + "## **Part 3: Investigating the Interplay Between Product Prices and Ratings**\n", + "\n", + "**Objective:** Analyze how product ratings (stars) correlate with product prices.\n", + "\n", + "**1. Correlation Coefficients:**\n", + "\n", + "- Calculate the correlation coefficient between price and stars.\n", + "- Is there a significant correlation between product price and its rating?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "5022243a-329e-4935-8d43-79cbf80fcaa5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(-0.12490673262148609)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlation = df['stars'].corr(df['price'])\n", + "correlation" + ] + }, + { + "cell_type": "markdown", + "id": "b80dad1f-eb64-445c-af83-8ebd242df347", + "metadata": {}, + "source": [ + "There is a weak negative relatioship between price and ratings, meaning that as price increases, ratings tend do slightly decrease." + ] + }, + { + "cell_type": "markdown", + "id": "adbfa139-78a1-4cfe-8cf6-83bc187f5e9c", + "metadata": {}, + "source": [ + "**2. Visualizations:**\n", + "\n", + "- Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?\n", + "- Use a correlation heatmap to visualize correlations between all numerical variables.\n", + "- Examine if product prices typically follow a normal distribution using a QQ plot." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "27e33181-a7ce-4bc3-988c-079370577435", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df_no_outliers, x='stars', y='price')" + ] + }, + { + "cell_type": "markdown", + "id": "2d583b8c-7f30-40cf-9f53-5a17105f18ca", + "metadata": {}, + "source": [ + "The scatter plot shows no clear relationship between price and ratings. Prices vary widely at all rating levels, indicating that product price does not strongly influence ratings." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "06a7b8b3-865b-4a1b-b896-e67a2541faef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 2115963 entries, 0 to 2443650\n", + "Data columns (total 9 columns):\n", + " # Column Dtype \n", + "--- ------ ----- \n", + " 0 uid int64 \n", + " 1 asin object \n", + " 2 title object \n", + " 3 stars float64\n", + " 4 reviews int64 \n", + " 5 price float64\n", + " 6 isBestSeller bool \n", + " 7 boughtInLastMonth int64 \n", + " 8 category object \n", + "dtypes: bool(1), float64(2), int64(3), object(3)\n", + "memory usage: 147.3+ MB\n" + ] + } + ], + "source": [ + "df_no_outliers.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "5a4521f3-34bc-461f-80ce-46014001ad7e", + "metadata": {}, + "outputs": [], + "source": [ + "df_numerical = df_no_outliers.select_dtypes(\"number\")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "d365adc6-4e81-40b9-99b8-940cf5d26254", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 2115963 entries, 0 to 2443650\n", + "Data columns (total 5 columns):\n", + " # Column Dtype \n", + "--- ------ ----- \n", + " 0 uid int64 \n", + " 1 stars float64\n", + " 2 reviews int64 \n", + " 3 price float64\n", + " 4 boughtInLastMonth int64 \n", + "dtypes: float64(2), int64(3)\n", + "memory usage: 96.9 MB\n" + ] + } + ], + "source": [ + "df_numerical.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "f3231260-45d0-46b8-9806-078f4d83dde5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "correlation_matrix = df_numerical.corr()\n", + "\n", + "plt.figure(figsize=(18, 15))\n", + "\n", + "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\")\n", + "\n", + "plt.title(\"Correlation Heatmap for Selected Numerical Variables\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b55dc70c-bdf5-4427-8df7-e1f3f559ef10", + "metadata": {}, + "source": [ + "The correlation heatmap shows that most numerical variables have very weak correlations with each other, with values close to zero. This indicates that there are no strong linear relationships between the variables in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "3474af8e-8ab6-4347-a89a-9ad334b12f8e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import statsmodels.api as sm\n", + "\n", + "sm.qqplot(df_no_outliers['price'], line='s');" + ] + }, + { + "cell_type": "markdown", + "id": "6571ce5e-6b68-4a3d-a880-accf9f713ec7", + "metadata": {}, + "source": [ + "The QQ plot shows a clear deviation from the reference line, indicating that product prices do not follow a normal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "25817cb3-ef57-4894-a3c2-afa57428aa0d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}